From c5105ea689ab2b24bb35931fe63ea00535753ad7 Mon Sep 17 00:00:00 2001
From: abrichr <richard.abrich@mldsai.com>
Date: Wed, 28 Oct 2026 19:46:07 -0400
Subject: [PATCH 1/8] citrix lab: script the domain build and ISO staging;
 record the licence limits

---
 .../flow/scripts/citrix_lab/05_fetch_iso.ps1  | 18 +++++++++++
 .../flow/scripts/citrix_lab/10_promote_dc.ps1 | 19 ++++++++++++
 .../flow/scripts/citrix_lab/12_lab_users.ps1  | 23 ++++++++++++++
 .../scripts/citrix_lab/15_join_domain.ps1     | 16 ++++++++++
 packages/flow/scripts/citrix_lab/README.md    | 31 ++++++++++++++-----
 packages/flow/scripts/citrix_lab/run_ps.sh    | 25 +++++++++++++++
 packages/flow/scripts/citrix_lab/stage_iso.sh | 24 ++++++++++++++
 7 files changed, 149 insertions(+), 7 deletions(-)
 create mode 100644 packages/flow/scripts/citrix_lab/05_fetch_iso.ps1
 create mode 100644 packages/flow/scripts/citrix_lab/10_promote_dc.ps1
 create mode 100644 packages/flow/scripts/citrix_lab/12_lab_users.ps1
 create mode 100644 packages/flow/scripts/citrix_lab/15_join_domain.ps1
 create mode 100755 packages/flow/scripts/citrix_lab/run_ps.sh
 create mode 100755 packages/flow/scripts/citrix_lab/stage_iso.sh

diff --git a/packages/flow/scripts/citrix_lab/05_fetch_iso.ps1 b/packages/flow/scripts/citrix_lab/05_fetch_iso.ps1
new file mode 100644
index 0000000000..faa1a4a983
--- /dev/null
+++ b/packages/flow/scripts/citrix_lab/05_fetch_iso.ps1
@@ -0,0 +1,18 @@
+# Run ON vm-ddc and vm-vda via run_ps.sh with PROTECTED="SasUrl=<url>".
+# Downloads the CVAD ISO that stage_iso.sh put in the lab's private blob
+# container and checks its SHA-256 against the local copy's.
+param(
+  [Parameter(Mandatory = $true)][string]$Password,  # unused; run_ps.sh always sends it
+  [Parameter(Mandatory = $true)][string]$SasUrl,
+  [Parameter(Mandatory = $true)][string]$Sha256,
+  [string]$IsoPath = "C:\cvad.iso"
+)
+$ErrorActionPreference = "Stop"
+$ProgressPreference = "SilentlyContinue"
+
+if (-not ((Test-Path $IsoPath) -and ((Get-FileHash $IsoPath -Algorithm SHA256).Hash -eq $Sha256.ToUpper()))) {
+  Invoke-WebRequest -Uri $SasUrl -OutFile $IsoPath -UseBasicParsing
+}
+$got = (Get-FileHash $IsoPath -Algorithm SHA256).Hash
+if ($got -ne $Sha256.ToUpper()) { throw "ISO hash mismatch: $got" }
+Write-Output "ISO at $IsoPath, SHA-256 $got"
diff --git a/packages/flow/scripts/citrix_lab/10_promote_dc.ps1 b/packages/flow/scripts/citrix_lab/10_promote_dc.ps1
new file mode 100644
index 0000000000..a56017cb91
--- /dev/null
+++ b/packages/flow/scripts/citrix_lab/10_promote_dc.ps1
@@ -0,0 +1,19 @@
+# Run ON vm-ddc via `az vm run-command create --protected-parameters`.
+# Promotes the box to the single domain controller for citrixlab.local
+# (NetBIOS CITRIXLAB). The VM reboots on its own when promotion finishes.
+# Run 12_lab_users.ps1 after the reboot to create the ICA logon user.
+param(
+  [Parameter(Mandatory = $true)][string]$Password,
+  [string]$Domain = "citrixlab.local",
+  [string]$NetBios = "CITRIXLAB"
+)
+$ErrorActionPreference = "Stop"
+
+if ((Get-CimInstance Win32_ComputerSystem).DomainRole -ge 4) {
+  Write-Output "Already a domain controller."
+  exit 0
+}
+Install-WindowsFeature AD-Domain-Services, DNS -IncludeManagementTools | Out-Null
+$safe = ConvertTo-SecureString $Password -AsPlainText -Force
+Install-ADDSForest -DomainName $Domain -DomainNetbiosName $NetBios `
+  -SafeModeAdministratorPassword $safe -InstallDns -Force -NoRebootOnCompletion:$false
diff --git a/packages/flow/scripts/citrix_lab/12_lab_users.ps1 b/packages/flow/scripts/citrix_lab/12_lab_users.ps1
new file mode 100644
index 0000000000..903ab57868
--- /dev/null
+++ b/packages/flow/scripts/citrix_lab/12_lab_users.ps1
@@ -0,0 +1,23 @@
+# Run ON vm-ddc after promotion. Creates the ICA logon user and the group
+# the Delivery Group publishes to. Also forwards DNS to Azure so the VNet
+# keeps resolving public names (SQL Express download, Windows Update).
+param(
+  [Parameter(Mandatory = $true)][string]$Password,
+  [string]$User = "clinician"
+)
+$ErrorActionPreference = "Stop"
+Import-Module ActiveDirectory
+
+if (-not (Get-DnsServerForwarder).IPAddress) {
+  Add-DnsServerForwarder -IPAddress 168.63.129.16
+}
+if (-not (Get-ADGroup -Filter "Name -eq 'CitrixUsers'")) {
+  New-ADGroup -Name CitrixUsers -GroupScope Global
+}
+if (-not (Get-ADUser -Filter "SamAccountName -eq '$User'")) {
+  New-ADUser -Name $User -SamAccountName $User -Enabled $true `
+    -AccountPassword (ConvertTo-SecureString $Password -AsPlainText -Force) `
+    -PasswordNeverExpires $true
+}
+Add-ADGroupMember CitrixUsers -Members $User
+Get-ADDomain | Select-Object DNSRoot, NetBIOSName | Format-List
diff --git a/packages/flow/scripts/citrix_lab/15_join_domain.ps1 b/packages/flow/scripts/citrix_lab/15_join_domain.ps1
new file mode 100644
index 0000000000..119ce6b288
--- /dev/null
+++ b/packages/flow/scripts/citrix_lab/15_join_domain.ps1
@@ -0,0 +1,16 @@
+# Run ON vm-vda via `az vm run-command create --protected-parameters`.
+# Joins the session host to citrixlab.local and reboots.
+param(
+  [Parameter(Mandatory = $true)][string]$Password,
+  [string]$Domain = "citrixlab.local",
+  [string]$AdminUser = "CITRIXLAB\azureadmin"
+)
+$ErrorActionPreference = "Stop"
+
+if ((Get-CimInstance Win32_ComputerSystem).PartOfDomain) {
+  Write-Output "Already joined to $((Get-CimInstance Win32_ComputerSystem).Domain)."
+  exit 0
+}
+$cred = New-Object System.Management.Automation.PSCredential(
+  $AdminUser, (ConvertTo-SecureString $Password -AsPlainText -Force))
+Add-Computer -DomainName $Domain -Credential $cred -Restart -Force
diff --git a/packages/flow/scripts/citrix_lab/README.md b/packages/flow/scripts/citrix_lab/README.md
index b9fe62324e..b11e1ed0e5 100644
--- a/packages/flow/scripts/citrix_lab/README.md
+++ b/packages/flow/scripts/citrix_lab/README.md
@@ -20,27 +20,44 @@ validating OpenAdapt's vision-only pixel ladder against genuine Citrix.
 |---|---|---|
 | `provision_citrix_lab.sh` | your shell (az) | create RG + IP-locked network + 2 Windows VMs; set VNet DNS to the DC |
 | `lifecycle.sh` | your shell (az) | `start` / `stop` (deallocate) / `status` / `teardown` |
+| `run_ps.sh` | your shell (az) | run one lab `.ps1` on a VM as a managed run command; the password goes in as a protected parameter |
+| `10_promote_dc.ps1` | vm-ddc | promote to the domain controller for `citrixlab.local` (reboots) |
+| `12_lab_users.ps1` | vm-ddc | DNS forwarder, `CitrixUsers` group, `clinician` ICA logon user |
+| `15_join_domain.ps1` | vm-vda | join `citrixlab.local` (reboots) |
+| `stage_iso.sh` + `05_fetch_iso.ps1` | your shell → both VMs | copy the downloaded ISO to `C:\cvad.iso` through the lab's private blob container, hash-checked |
 | `20_install_ddc.ps1` | vm-ddc | SQL Express + CVAD Delivery Controller/StoreFront/Studio (trial mode) |
 | `30_install_vda.ps1` | vm-vda | multi-session (Server OS) VDA, registers with the DDC |
 
-AD DS promotion + domain-join are done via `az vm run-command` during
-provisioning (see the design-doc build log for the exact PowerShell).
+The admin password lives in the macOS keychain item `openadapt-citrix-lab`
+(account `azureadmin`); `run_ps.sh` reads it from there when `ADMIN_PW` is unset.
 
 ## The one gated dependency
 
 The **CVAD ISO is an authenticated Citrix-account download** (no anonymous URL).
 Download CVAD 7 2507 LTSR (or 7 2603) from
 <https://www.citrix.com/downloads/citrix-virtual-apps-and-desktops/> with a free
-Citrix account and place it at `C:\cvad.iso` on both VMs before running the
-`*_install_*.ps1` scripts. Everything else is automated.
+Citrix account, save it on the operator machine, and run
+`bash stage_iso.sh <path>` with the VMs started. Everything else is automated.
+
+## Licence: results are internal
+
+The Cloud Software Group End User Agreement (v2.5) treats "related performance
+test results derived by Customer" as Confidential Information (section 1.8),
+bars using the products "for competitive benchmarking or analysis" (2.7(x)),
+and limits trials to internal demonstration, test or evaluation (14.1). Keep
+lab measurements out of public copy unless counsel or Citrix clears it.
 
 ## Quickstart
 
 ```bash
-export ADMIN_PW='<strong-windows-password>'
+export ADMIN_PW="$(security find-generic-password -s openadapt-citrix-lab -a azureadmin -w)"
 bash provision_citrix_lab.sh          # ~10 min; prints public IPs
-# ... promote DC + domain-join (run-command, see design-doc build log) ...
-# [HUMAN] place C:\cvad.iso on vm-ddc and vm-vda
+bash run_ps.sh vm-ddc 10_promote_dc.ps1   # reboots
+bash run_ps.sh vm-ddc 12_lab_users.ps1
+az vm restart -g openadapt-citrix-lab -n vm-vda   # pick up the DC as DNS
+bash run_ps.sh vm-vda 15_join_domain.ps1  # reboots
+# [HUMAN] download the CVAD ISO, then:
+bash stage_iso.sh ~/path/to/CVAD.iso
 # on vm-ddc (elevated PS):  .\20_install_ddc.ps1 ; then create Site in Web Studio (trial mode)
 # on vm-vda (elevated PS):  .\30_install_vda.ps1 ; then Machine Catalog + Delivery Group + publish
 bash lifecycle.sh stop                # deallocate when idle
diff --git a/packages/flow/scripts/citrix_lab/run_ps.sh b/packages/flow/scripts/citrix_lab/run_ps.sh
new file mode 100755
index 0000000000..6d7e7e8b9f
--- /dev/null
+++ b/packages/flow/scripts/citrix_lab/run_ps.sh
@@ -0,0 +1,25 @@
+#!/usr/bin/env bash
+# Run one of the lab PowerShell scripts on a VM through a managed run command.
+# The lab password goes in as a protected parameter, so Azure does not echo it
+# in the run command's instance view. Reads it from $ADMIN_PW, or from the
+# macOS keychain item `openadapt-citrix-lab` when unset. Set PROTECTED to one
+# more `Name=value` secret (for example a SAS URL) to pass it the same way.
+#
+#   bash run_ps.sh vm-ddc 10_promote_dc.ps1 [Name=Value ...]
+set -euo pipefail
+RG="${RG:-openadapt-citrix-lab}"
+vm="${1:?vm name}"; script="${2:?script path}"; shift 2
+here="$(cd "$(dirname "$0")" && pwd)"
+[ -f "$script" ] || script="$here/$script"
+pw="${ADMIN_PW:-$(security find-generic-password -s openadapt-citrix-lab -a azureadmin -w)}"
+name="oa-$(basename "$script" .ps1 | tr '_' '-')-$(date +%s)"
+
+args=(--resource-group "$RG" --vm-name "$vm" --name "$name"
+      --script "@$script" --timeout-in-seconds 5400 --async-execution false
+      --protected-parameters "Password=$pw" ${PROTECTED:+"$PROTECTED"} --output none)
+[ $# -gt 0 ] && args+=(--parameters "$@")
+
+az vm run-command create "${args[@]}" || true
+az vm run-command show --resource-group "$RG" --vm-name "$vm" --name "$name" \
+  --instance-view --query "instanceView.{state:executionState,exit:exitCode,out:output,err:error}" -o json
+az vm run-command delete --resource-group "$RG" --vm-name "$vm" --name "$name" --yes --no-wait
diff --git a/packages/flow/scripts/citrix_lab/stage_iso.sh b/packages/flow/scripts/citrix_lab/stage_iso.sh
new file mode 100755
index 0000000000..0d2219b943
--- /dev/null
+++ b/packages/flow/scripts/citrix_lab/stage_iso.sh
@@ -0,0 +1,24 @@
+#!/usr/bin/env bash
+# Copy the founder-downloaded CVAD ISO from this machine to C:\cvad.iso on
+# vm-ddc and vm-vda, through the lab's private, IP-locked blob container.
+# The SAS URL is short-lived and goes to the VMs as a protected parameter;
+# it is never printed.
+#
+#   bash stage_iso.sh /path/to/CVAD.iso
+set -euo pipefail
+RG="${RG:-openadapt-citrix-lab}"
+SA="${SA:-oacitrixlab152a16}"
+iso="${1:?path to the CVAD .iso}"
+here="$(cd "$(dirname "$0")" && pwd)"
+
+sha=$(shasum -a 256 "$iso" | cut -d' ' -f1)
+echo "ISO $(basename "$iso") sha256=$sha"
+key=$(az storage account keys list -g "$RG" -n "$SA" --query "[0].value" -o tsv)
+az storage blob upload --account-name "$SA" --account-key "$key" -c media -n cvad.iso \
+  -f "$iso" --overwrite --only-show-errors -o none
+expiry=$(date -u -v+3H '+%Y-%m-%dT%H:%MZ' 2>/dev/null || date -u -d '+3 hours' '+%Y-%m-%dT%H:%MZ')
+sas=$(az storage blob generate-sas --account-name "$SA" --account-key "$key" -c media -n cvad.iso \
+  --permissions r --expiry "$expiry" --https-only --full-uri -o tsv)
+for vm in vm-ddc vm-vda; do
+  PROTECTED="SasUrl=$sas" bash "$here/run_ps.sh" "$vm" 05_fetch_iso.ps1 "Sha256=$sha"
+done

From e25c63372a1c77b52837c6b4b41f8fa10a97025e Mon Sep 17 00:00:00 2001
From: abrichr <richard.abrich@mldsai.com>
Date: Wed, 28 Oct 2026 20:01:15 -0400
Subject: [PATCH 2/8] avd lab: provision a one-host pooled AVD lab with OpenEMR
 and Patient Notes

---
 .../flow/scripts/avd_lab/provision_avd_lab.sh | 90 +++++++++++++++++++
 .../scripts/avd_lab/register_session_host.sh  | 39 ++++++++
 packages/flow/scripts/avd_lab/setup_apps.sh   | 49 ++++++++++
 packages/flow/scripts/avd_lab/setup_client.sh | 46 ++++++++++
 4 files changed, 224 insertions(+)
 create mode 100755 packages/flow/scripts/avd_lab/provision_avd_lab.sh
 create mode 100755 packages/flow/scripts/avd_lab/register_session_host.sh
 create mode 100755 packages/flow/scripts/avd_lab/setup_apps.sh
 create mode 100755 packages/flow/scripts/avd_lab/setup_client.sh

diff --git a/packages/flow/scripts/avd_lab/provision_avd_lab.sh b/packages/flow/scripts/avd_lab/provision_avd_lab.sh
new file mode 100755
index 0000000000..75f9e5fb6b
--- /dev/null
+++ b/packages/flow/scripts/avd_lab/provision_avd_lab.sh
@@ -0,0 +1,90 @@
+#!/usr/bin/env bash
+# Provision a one-host Azure Virtual Desktop lab: a pooled host pool with one
+# Entra-joined Windows 11 multi-session host, a Windows Server client VM that
+# runs Windows App (the harness drives that window), and a Linux VM serving
+# OpenEMR 7.0.3 on the private network.
+#
+# COST running: session host D4s_v4 ($0.376/hr) + client D2s_v4 ($0.188/hr)
+#   + OpenEMR D2s_v4 Linux ($0.096/hr) = ~$0.66/hr. DEALLOCATE WHEN IDLE
+#   (bash lifecycle.sh stop). One resource group, so teardown is one command.
+#
+# Prereqs: az logged in; `az extension add -n desktopvirtualization`; the
+# admin password in the macOS keychain item `openadapt-avd-lab` (account
+# azureadmin) or in $ADMIN_PW. Session-host registration runs afterwards with
+# register_session_host.sh.
+set -euo pipefail
+
+RG="${RG:-openadapt-avd-lab}"
+LOC="${LOC:-eastus}"
+MYIP="${MYIP:-$(curl -s https://api.ipify.org)}"
+ADMIN_USER="${ADMIN_USER:-azureadmin}"
+ADMIN_PW="${ADMIN_PW:-$(security find-generic-password -s openadapt-avd-lab -a azureadmin -w)}"
+HOST_IMG="MicrosoftWindowsDesktop:windows-11:win11-25h2-avd:latest"
+CLIENT_IMG="MicrosoftWindowsServer:WindowsServer:2022-datacenter-azure-edition:latest"
+here="$(cd "$(dirname "$0")" && pwd)"
+echo "Resource group: $RG  Region: $LOC  Allowed IP: $MYIP"
+
+az group create -n "$RG" -l "$LOC" -o none \
+  --tags project=openadapt purpose=avd-lab autostop=deallocate-when-idle
+az network vnet create -g "$RG" -n avdlab-vnet -o none \
+  --address-prefix 10.30.0.0/16 --subnet-name lab --subnet-prefix 10.30.1.0/24
+az network nsg create -g "$RG" -n avdlab-nsg -o none
+# RDP to the client VM only, and only from the operator. The session host
+# needs no inbound rule: AVD connections are reverse-connect through the
+# AVD gateway.
+az network nsg rule create -g "$RG" --nsg-name avdlab-nsg -n allow-rdp-from-me -o none \
+  --priority 100 --source-address-prefixes "${MYIP}/32" --destination-port-ranges 3389 \
+  --access Allow --protocol Tcp --direction Inbound
+
+common=(--vnet-name avdlab-vnet --subnet lab --nsg avdlab-nsg --public-ip-sku Standard
+        --storage-sku StandardSSD_LRS --nic-delete-option Delete --os-disk-delete-option Delete -o none)
+
+# Session host: Entra-joined, so it needs a system identity and the
+# AADLoginForWindows extension.
+az vm create -g "$RG" -n vm-avdhost --image "$HOST_IMG" --size Standard_D4s_v4 \
+  --admin-username "$ADMIN_USER" --admin-password "$ADMIN_PW" --license-type Windows_Client \
+  --private-ip-address 10.30.1.4 --assign-identity --os-disk-size-gb 128 "${common[@]}"
+az vm extension set -g "$RG" --vm-name vm-avdhost -n AADLoginForWindows \
+  --publisher Microsoft.Azure.ActiveDirectory -o none
+
+az vm create -g "$RG" -n vm-client --image "$CLIENT_IMG" --size Standard_D2s_v4 \
+  --admin-username "$ADMIN_USER" --admin-password "$ADMIN_PW" \
+  --private-ip-address 10.30.1.5 --os-disk-size-gb 128 "${common[@]}"
+
+# OpenEMR: the same compose file as benchmark/openemr_live, run by cloud-init.
+# OpenEMR is GPL and runs as an external app; nothing from it is vendored.
+init="$(mktemp)"
+cat > "$init" <<EOF
+#cloud-config
+package_update: true
+packages: [docker.io, docker-compose-v2]
+write_files:
+  - path: /opt/emr/docker-compose.yml
+    encoding: b64
+    content: $(base64 < "$here/../../benchmark/openemr_live/docker-compose.yml" | tr -d '\n')
+runcmd:
+  - systemctl enable --now docker
+  - docker compose -f /opt/emr/docker-compose.yml up -d
+EOF
+az vm create -g "$RG" -n vm-emr --image Ubuntu2204 --size Standard_D2s_v4 \
+  --admin-username "$ADMIN_USER" --ssh-key-values ~/.ssh/id_rsa.pub \
+  --private-ip-address 10.30.1.6 --os-disk-size-gb 64 \
+  --custom-data "$init" "${common[@]}"
+
+# Host pool, app groups and workspace. Pooled + breadth-first, one host.
+# targetisaadjoined/enablerdsaadauth: Entra-joined host, Entra SSO to it.
+RDP_PROPS="targetisaadjoined:i:1;enablerdsaadauth:i:1;redirectclipboard:i:0;audiomode:i:2;use multimon:i:0;screen mode id:i:2"
+az desktopvirtualization hostpool create -g "$RG" -n avdlab-pool -l "$LOC" -o none \
+  --host-pool-type Pooled --load-balancer-type BreadthFirst --max-session-limit 4 \
+  --preferred-app-group-type Desktop --custom-rdp-property "$RDP_PROPS"
+pool_id=$(az desktopvirtualization hostpool show -g "$RG" -n avdlab-pool --query id -o tsv)
+az desktopvirtualization applicationgroup create -g "$RG" -n avdlab-desktop -l "$LOC" -o none \
+  --application-group-type Desktop --host-pool-arm-path "$pool_id"
+az desktopvirtualization applicationgroup create -g "$RG" -n avdlab-apps -l "$LOC" -o none \
+  --application-group-type RemoteApp --host-pool-arm-path "$pool_id"
+ag_ids="$(az desktopvirtualization applicationgroup list -g "$RG" --query "[].id" -o tsv | tr '\n' ' ')"
+az desktopvirtualization workspace create -g "$RG" -n avdlab-ws -l "$LOC" -o none \
+  --friendly-name "OpenAdapt AVD lab" --application-group-references $ag_ids
+
+echo "Provisioned. Next: bash register_session_host.sh"
+az vm list -g "$RG" -d --query "[].{vm:name, private:privateIps, public:publicIps, power:powerState}" -o table
diff --git a/packages/flow/scripts/avd_lab/register_session_host.sh b/packages/flow/scripts/avd_lab/register_session_host.sh
new file mode 100755
index 0000000000..99c2e82098
--- /dev/null
+++ b/packages/flow/scripts/avd_lab/register_session_host.sh
@@ -0,0 +1,39 @@
+#!/usr/bin/env bash
+# Register vm-avdhost with the host pool: mint a 4-hour registration token and
+# install the AVD agent and boot loader with it. The token is a secret; it goes
+# to the VM as a protected run-command parameter and is never printed.
+set -euo pipefail
+RG="${RG:-openadapt-avd-lab}"
+POOL="${POOL:-avdlab-pool}"
+VM="${VM:-vm-avdhost}"
+
+expiry=$(date -u -v+4H '+%Y-%m-%dT%H:%M:%SZ' 2>/dev/null || date -u -d '+4 hours' '+%Y-%m-%dT%H:%M:%SZ')
+token=$(az desktopvirtualization hostpool update -g "$RG" -n "$POOL" \
+  --registration-info expiration-time="$expiry" registration-token-operation=Update \
+  --query registrationInfo.token -o tsv)
+
+script=$(mktemp)
+cat > "$script" <<'PS'
+param([Parameter(Mandatory = $true)][string]$Token)
+$ErrorActionPreference = "Stop"
+$ProgressPreference = "SilentlyContinue"
+if (Get-Service RDAgentBootLoader -ErrorAction SilentlyContinue) {
+  Write-Output "Agent already installed."; exit 0
+}
+$agent = "C:\RDAgent.msi"; $boot = "C:\RDAgentBootLoader.msi"
+Invoke-WebRequest "https://go.microsoft.com/fwlink/?linkid=2310011" -OutFile $agent -UseBasicParsing
+Invoke-WebRequest "https://go.microsoft.com/fwlink/?linkid=2311028" -OutFile $boot -UseBasicParsing
+$p = Start-Process msiexec.exe -Wait -PassThru -ArgumentList "/i $agent /quiet /norestart REGISTRATIONTOKEN=$Token"
+if ($p.ExitCode -ne 0) { throw "RDAgent install exit $($p.ExitCode)" }
+$p = Start-Process msiexec.exe -Wait -PassThru -ArgumentList "/i $boot /quiet /norestart"
+if ($p.ExitCode -ne 0) { throw "BootLoader install exit $($p.ExitCode)" }
+Write-Output "Agent and boot loader installed."
+PS
+
+name="oa-register-$(date +%s)"
+az vm run-command create -g "$RG" --vm-name "$VM" --name "$name" --script "@$script" \
+  --protected-parameters "Token=$token" --timeout-in-seconds 1800 --async-execution false -o none || true
+az vm run-command show -g "$RG" --vm-name "$VM" --name "$name" --instance-view \
+  --query "instanceView.{state:executionState,exit:exitCode,out:output,err:error}" -o json
+az vm run-command delete -g "$RG" --vm-name "$VM" --name "$name" --yes --no-wait
+rm -f "$script"
diff --git a/packages/flow/scripts/avd_lab/setup_apps.sh b/packages/flow/scripts/avd_lab/setup_apps.sh
new file mode 100755
index 0000000000..3c674ee138
--- /dev/null
+++ b/packages/flow/scripts/avd_lab/setup_apps.sh
@@ -0,0 +1,49 @@
+#!/usr/bin/env bash
+# Install the two published apps on vm-avdhost and publish them as RemoteApps:
+#   - OpenEMR in Edge app mode, served by vm-emr on the private network;
+#   - Patient Notes, the WinForms app from scripts/desktop (SQLite record).
+# Python is installed for pn_db.py, which owns the Patient Notes record.
+set -euo pipefail
+RG="${RG:-openadapt-avd-lab}"
+VM="${VM:-vm-avdhost}"
+EMR_URL="${EMR_URL:-http://10.30.1.6:8390/interface/login/login.php?site=default}"
+here="$(cd "$(dirname "$0")" && pwd)"
+desk="$here/../desktop"
+PY="C:\\Program Files\\Python312\\python.exe"
+
+script=$(mktemp)
+cat > "$script" <<PS
+\$ErrorActionPreference = "Stop"
+\$ProgressPreference = "SilentlyContinue"
+New-Item -ItemType Directory -Force C:\\oa | Out-Null
+[IO.File]::WriteAllBytes("C:\\oa\\pn_db.py", [Convert]::FromBase64String("$(base64 < "$desk/pn_db.py" | tr -d '\n')"))
+[IO.File]::WriteAllBytes("C:\\oa\\patient_notes.ps1", [Convert]::FromBase64String("$(base64 < "$desk/patient_notes.ps1" | tr -d '\n')"))
+if (-not (Test-Path "$PY")) {
+  Invoke-WebRequest "https://www.python.org/ftp/python/3.12.10/python-3.12.10-amd64.exe" -OutFile C:\\oa\\py.exe -UseBasicParsing
+  Start-Process C:\\oa\\py.exe -Wait -ArgumentList "/quiet InstallAllUsers=1 PrependPath=1 Include_test=0"
+}
+& "$PY" C:\\oa\\pn_db.py seed | Out-String
+# Every session user reads and writes the shared record.
+icacls C:\\oa /grant "*S-1-5-32-545:(OI)(CI)M" | Out-Null
+Write-Output "apps staged"
+PS
+name="oa-apps-$(date +%s)"
+az vm run-command create -g "$RG" --vm-name "$VM" --name "$name" --script "@$script" \
+  --timeout-in-seconds 1800 --async-execution false -o none || true
+az vm run-command show -g "$RG" --vm-name "$VM" --name "$name" --instance-view \
+  --query "instanceView.{state:executionState,exit:exitCode,out:output,err:error}" -o json
+az vm run-command delete -g "$RG" --vm-name "$VM" --name "$name" --yes --no-wait
+rm -f "$script"
+
+az desktopvirtualization application create -g "$RG" --application-group-name avdlab-apps \
+  -n openemr --friendly-name "OpenEMR" --command-line-setting Require \
+  --file-path "C:\\Program Files (x86)\\Microsoft\\Edge\\Application\\msedge.exe" \
+  --command-line-arguments "--app=$EMR_URL --no-first-run --window-size=1280,860 --ignore-certificate-errors" \
+  --show-in-portal true -o none
+az desktopvirtualization application create -g "$RG" --application-group-name avdlab-apps \
+  -n patientnotes --friendly-name "Patient Notes" --command-line-setting Require \
+  --file-path "C:\\Windows\\System32\\WindowsPowerShell\\v1.0\\powershell.exe" \
+  --command-line-arguments "-STA -WindowStyle Hidden -ExecutionPolicy Bypass -File C:\\oa\\patient_notes.ps1 -Python \"$PY\"" \
+  --show-in-portal true -o none
+az desktopvirtualization application list -g "$RG" --application-group-name avdlab-apps \
+  --query "[].{name:name, path:filePath}" -o table
diff --git a/packages/flow/scripts/avd_lab/setup_client.sh b/packages/flow/scripts/avd_lab/setup_client.sh
new file mode 100755
index 0000000000..57565b9caa
--- /dev/null
+++ b/packages/flow/scripts/avd_lab/setup_client.sh
@@ -0,0 +1,46 @@
+#!/usr/bin/env bash
+# Prepare vm-client, the Windows box whose Remote Desktop client window the
+# harness drives: the Microsoft Remote Desktop client (MSI, per machine),
+# Python 3.12, openadapt-flow at a pinned commit, and two desktop shortcuts
+# for the one human step (subscribe to the AVD feed; keep the session alive).
+#
+#   bash setup_client.sh <git-sha-or-branch>
+set -euo pipefail
+RG="${RG:-openadapt-avd-lab}"
+VM="${VM:-vm-client}"
+REF="${1:?git ref of OpenAdaptAI/OpenAdapt to install openadapt-flow from}"
+PY="C:\\Program Files\\Python312\\python.exe"
+
+script=$(mktemp)
+cat > "$script" <<PS
+\$ErrorActionPreference = "Stop"
+\$ProgressPreference = "SilentlyContinue"
+New-Item -ItemType Directory -Force C:\\oa | Out-Null
+if (-not (Test-Path "C:\\Program Files\\Remote Desktop\\msrdc.exe")) {
+  Invoke-WebRequest "https://go.microsoft.com/fwlink/?linkid=2139369" -OutFile C:\\oa\\rdc.msi -UseBasicParsing
+  \$p = Start-Process msiexec.exe -Wait -PassThru -ArgumentList "/i C:\\oa\\rdc.msi /qn ALLUSERS=1"
+  if (\$p.ExitCode -ne 0) { throw "Remote Desktop client install exit \$(\$p.ExitCode)" }
+}
+if (-not (Test-Path "$PY")) {
+  Invoke-WebRequest "https://www.python.org/ftp/python/3.12.10/python-3.12.10-amd64.exe" -OutFile C:\\oa\\py.exe -UseBasicParsing
+  Start-Process C:\\oa\\py.exe -Wait -ArgumentList "/quiet InstallAllUsers=1 PrependPath=1 Include_test=0"
+}
+& "$PY" -m pip install --quiet --upgrade pip
+& "$PY" -m pip install --quiet "openadapt-flow @ https://github.com/OpenAdaptAI/OpenAdapt/archive/$REF.zip#subdirectory=packages/flow"
+& "$PY" -c "import openadapt_flow, sys; print('openadapt_flow', openadapt_flow.__file__)"
+
+# The human step. Subscribe opens the client's feed sign-in; KeepAlive moves
+# this RDP/Bastion session to the console so the desktop keeps rendering
+# after the operator disconnects.
+\$desk = "C:\\Users\\Public\\Desktop"
+Set-Content "\$desk\\1 - Subscribe to AVD.cmd" 'start "" "ms-rd:subscribe?url=https://rdweb.wvd.microsoft.com"'
+Set-Content "\$desk\\2 - Keep session alive.cmd" 'for /f "skip=1 tokens=3" %%s in (''query user %USERNAME%'') do tscon %%s /dest:console'
+Write-Output "client ready"
+PS
+name="oa-client-$(date +%s)"
+az vm run-command create -g "$RG" --vm-name "$VM" --name "$name" --script "@$script" \
+  --timeout-in-seconds 3600 --async-execution false -o none || true
+az vm run-command show -g "$RG" --vm-name "$VM" --name "$name" --instance-view \
+  --query "instanceView.{state:executionState,exit:exitCode,out:output,err:error}" -o json
+az vm run-command delete -g "$RG" --vm-name "$VM" --name "$name" --yes --no-wait
+rm -f "$script"

From 4376a5d2cc1412c79290612046600daaa0206e69 Mon Sep 17 00:00:00 2001
From: abrichr <richard.abrich@mldsai.com>
Date: Wed, 28 Oct 2026 20:09:15 -0400
Subject: [PATCH 3/8] rdp avc lab: host, client and job runner for a real
 H.264/AVC444 session

---
 .../flow/benchmark/rdp_avc_real/harness.py    | 122 +++++++++++++++++
 .../flow/benchmark/rdp_avc_real/runner.py     | 126 ++++++++++++++++++
 .../flow/scripts/rdp_avc_lab/client_setup.ps1 |  76 +++++++++++
 .../flow/scripts/rdp_avc_lab/host_setup.ps1   |  71 ++++++++++
 .../flow/scripts/rdp_avc_lab/provision.sh     |  56 ++++++++
 packages/flow/scripts/rdp_avc_lab/run_ps.sh   |  27 ++++
 6 files changed, 478 insertions(+)
 create mode 100644 packages/flow/benchmark/rdp_avc_real/harness.py
 create mode 100644 packages/flow/benchmark/rdp_avc_real/runner.py
 create mode 100644 packages/flow/scripts/rdp_avc_lab/client_setup.ps1
 create mode 100644 packages/flow/scripts/rdp_avc_lab/host_setup.ps1
 create mode 100755 packages/flow/scripts/rdp_avc_lab/provision.sh
 create mode 100755 packages/flow/scripts/rdp_avc_lab/run_ps.sh

diff --git a/packages/flow/benchmark/rdp_avc_real/harness.py b/packages/flow/benchmark/rdp_avc_real/harness.py
new file mode 100644
index 0000000000..7ee49b5847
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/harness.py
@@ -0,0 +1,122 @@
+"""Harness for the real H.264/AVC444 remote-desktop lab. Runs on vm-client.
+
+``python harness.py <job.json> <out_dir>``, started by runner.py inside the
+interactive ``harness`` session. Job kinds:
+
+- ``probe``: open the Remote Desktop Connection (mstsc) window for one app,
+  capture frames through the shipped ``RemoteDisplayBackend`` +
+  ``Win32WindowClient``, and save them with the window geometry.
+
+The backend is the unmodified product code; only the window selection
+(process ``mstsc``, exact window title) is configured here.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import io
+import json
+import subprocess
+import sys
+import time
+from pathlib import Path
+
+from PIL import Image
+
+from openadapt_flow.backends.remote_display import RemoteDisplayBackend
+
+APPS = {
+    "emr": {"target": "10.30.1.7"},
+    "pn": {"target": "vm-rdhost"},
+}
+DESKTOP = (1280, 800)
+
+
+def window_title(app: str) -> str:
+    return f"{APPS[app]['target']} - Remote Desktop Connection"
+
+
+def open_session(app: str, *, bpp: int = 32, wait_s: float = 60.0) -> None:
+    """Start mstsc for ``app`` unless its window already exists."""
+    backend = RemoteDisplayBackend(owner_substr="mstsc", title_substr=window_title(app))
+    if backend._client.find_windows("mstsc", window_title(app)):  # noqa: SLF001
+        return
+    rdp = Path(r"C:\oa") / f"{app}_{bpp}.rdp"
+    rdp.write_text(
+        "\n".join(
+            [
+                f"full address:s:{APPS[app]['target']}",
+                f"desktopwidth:i:{DESKTOP[0]}",
+                f"desktopheight:i:{DESKTOP[1]}",
+                "screen mode id:i:1",
+                "smart sizing:i:0",
+                f"session bpp:i:{bpp}",
+                "authentication level:i:0",
+                "prompt for credentials:i:0",
+                "redirectclipboard:i:0",
+                "audiomode:i:2",
+                "connection type:i:7",
+                "networkautodetect:i:1",
+                "bandwidthautodetect:i:1",
+                "displayconnectionbar:i:0",
+                "autoreconnection enabled:i:1",
+            ]
+        ),
+        encoding="utf-8",
+    )
+    subprocess.Popen(["mstsc", str(rdp)])
+    deadline = time.monotonic() + wait_s
+    while time.monotonic() < deadline:
+        if backend._client.find_windows("mstsc", window_title(app)):  # noqa: SLF001
+            return
+        time.sleep(1)
+    raise TimeoutError(f"mstsc window for {app} did not appear")
+
+
+def close_sessions() -> None:
+    subprocess.run(["taskkill", "/im", "mstsc.exe", "/f"], capture_output=True)
+
+
+def backend_for(app: str, **kwargs) -> RemoteDisplayBackend:
+    return RemoteDisplayBackend(
+        owner_substr="mstsc",
+        title_substr=window_title(app),
+        max_frame_age_s=kwargs.pop("max_frame_age_s", 10.0),
+        **kwargs,
+    )
+
+
+def save_frame(png: bytes, out: Path, name: str) -> dict:
+    path = out / f"{name}.png"
+    path.write_bytes(png)
+    w, h = Image.open(io.BytesIO(png)).size
+    return {"file": path.name, "sha256": hashlib.sha256(png).hexdigest(), "size": [w, h]}
+
+
+def probe(job: dict, out: Path) -> dict:
+    app = job["app"]
+    open_session(app, bpp=job.get("bpp", 32))
+    time.sleep(job.get("settle_s", 20))
+    backend = backend_for(app)
+    frames = []
+    for i in range(job.get("frames", 3)):
+        frames.append(save_frame(backend.screenshot(), out, f"{app}_probe_{i}"))
+        time.sleep(2)
+    windows = [
+        {"title": w.title, "bounds": list(w.bounds), "pid": w.pid}
+        for w in backend._client.find_windows("mstsc", window_title(app))  # noqa: SLF001
+    ]
+    return {"app": app, "viewport": list(backend.viewport()), "windows": windows, "frames": frames}
+
+
+def main(job_path: str, out_dir: str) -> int:
+    job = json.loads(Path(job_path).read_text(encoding="utf-8-sig"))
+    out = Path(out_dir)
+    kinds = {"probe": probe}
+    result = kinds[job["kind"]](job, out)
+    (out / "result.json").write_text(json.dumps(result, indent=2), encoding="utf-8")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main(*sys.argv[1:]))
diff --git a/packages/flow/benchmark/rdp_avc_real/runner.py b/packages/flow/benchmark/rdp_avc_real/runner.py
new file mode 100644
index 0000000000..d80d527757
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/runner.py
@@ -0,0 +1,126 @@
+"""Job runner for the real H.264/AVC444 remote-desktop lab (vm-client).
+
+Runs at logon in the ``harness`` user's interactive desktop, which is where
+mstsc paints and where SendInput and PrintWindow work. The operator drops a
+job file into ``C:\\oa\\jobs`` through an Azure run command; the runner
+executes it with ``harness.py`` and writes results to
+``C:\\oa\\results\\<job id>``. Run commands themselves execute in session 0,
+which has no desktop, so they never drive the client directly.
+
+On first start it stores the two session credentials with cmdkey and
+deletes the file they arrived in.
+"""
+
+from __future__ import annotations
+
+import ctypes
+import json
+import subprocess
+import sys
+import time
+import traceback
+import winreg
+from pathlib import Path
+
+ROOT = Path(r"C:\oa")
+JOBS = ROOT / "jobs"
+RESULTS = ROOT / "results"
+CREDS = ROOT / "secret" / "creds.json"
+HERE = Path(__file__).resolve().parent
+
+# Two cmdkey targets so the two session users never share a credential:
+# OpenEMR sessions connect by IP, Patient Notes sessions by host name.
+TARGETS = {"emr": ("10.30.1.7", "emruser"), "pn": ("vm-rdhost", "pnuser")}
+
+
+def _set_resolution(width: int = 1920, height: int = 1080) -> None:
+    class DEVMODE(ctypes.Structure):
+        _fields_ = [
+            ("dmDeviceName", ctypes.c_wchar * 32),
+            ("dmSpecVersion", ctypes.c_ushort),
+            ("dmDriverVersion", ctypes.c_ushort),
+            ("dmSize", ctypes.c_ushort),
+            ("dmDriverExtra", ctypes.c_ushort),
+            ("dmFields", ctypes.c_ulong),
+            ("dmPosition", ctypes.c_long * 2),
+            ("dmDisplayOrientation", ctypes.c_ulong),
+            ("dmDisplayFixedOutput", ctypes.c_ulong),
+            ("dmColor", ctypes.c_short),
+            ("dmDuplex", ctypes.c_short),
+            ("dmYResolution", ctypes.c_short),
+            ("dmTTOption", ctypes.c_short),
+            ("dmCollate", ctypes.c_short),
+            ("dmFormName", ctypes.c_wchar * 32),
+            ("dmLogPixels", ctypes.c_ushort),
+            ("dmBitsPerPel", ctypes.c_ulong),
+            ("dmPelsWidth", ctypes.c_ulong),
+            ("dmPelsHeight", ctypes.c_ulong),
+            ("dmDisplayFlags", ctypes.c_ulong),
+            ("dmDisplayFrequency", ctypes.c_ulong),
+            ("dmICMMethod", ctypes.c_ulong),
+            ("dmICMIntent", ctypes.c_ulong),
+            ("dmMediaType", ctypes.c_ulong),
+            ("dmDitherType", ctypes.c_ulong),
+            ("dmReserved1", ctypes.c_ulong),
+            ("dmReserved2", ctypes.c_ulong),
+            ("dmPanningWidth", ctypes.c_ulong),
+            ("dmPanningHeight", ctypes.c_ulong),
+        ]
+
+    dm = DEVMODE()
+    dm.dmSize = ctypes.sizeof(DEVMODE)
+    dm.dmPelsWidth, dm.dmPelsHeight = width, height
+    dm.dmFields = 0x00080000 | 0x00100000  # DM_PELSWIDTH | DM_PELSHEIGHT
+    ctypes.windll.user32.ChangeDisplaySettingsW(ctypes.byref(dm), 0)
+
+
+def _prepare_client() -> None:
+    # Self-signed host certificate: connect without the warning dialog.
+    key = winreg.CreateKey(
+        winreg.HKEY_CURRENT_USER, r"Software\Microsoft\Terminal Server Client"
+    )
+    winreg.SetValueEx(key, "AuthenticationLevelOverride", 0, winreg.REG_DWORD, 0)
+    if CREDS.exists():
+        creds = json.loads(CREDS.read_text(encoding="utf-8-sig"))
+        for target, user in TARGETS.values():
+            subprocess.run(
+                ["cmdkey", f"/generic:TERMSRV/{target}", f"/user:vm-rdhost\\{user}",
+                 f"/pass:{creds[user]}"],
+                check=True, capture_output=True,
+            )
+        CREDS.unlink()
+
+
+def main() -> int:
+    JOBS.mkdir(parents=True, exist_ok=True)
+    RESULTS.mkdir(parents=True, exist_ok=True)
+    _set_resolution()
+    _prepare_client()
+    (RESULTS / "runner_ready.json").write_text(
+        json.dumps({"ready_at": time.time(), "python": sys.version}), encoding="utf-8"
+    )
+    while True:
+        for job_path in sorted(JOBS.glob("*.json")):
+            job = json.loads(job_path.read_text(encoding="utf-8-sig"))
+            out = RESULTS / job["id"]
+            out.mkdir(parents=True, exist_ok=True)
+            running = job_path.with_suffix(".running")
+            job_path.rename(running)
+            log = (out / "runner.log").open("w", encoding="utf-8")
+            try:
+                proc = subprocess.run(
+                    [sys.executable, str(HERE / "harness.py"), str(running), str(out)],
+                    stdout=log, stderr=subprocess.STDOUT,
+                    timeout=job.get("timeout_s", 7200),
+                )
+                status = {"exit": proc.returncode}
+            except Exception:  # noqa: BLE001 -- the runner must outlive any job
+                status = {"exit": -1, "error": traceback.format_exc()}
+            log.close()
+            (out / "status.json").write_text(json.dumps(status), encoding="utf-8")
+            running.rename(job_path.with_suffix(".done"))
+        time.sleep(2)
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/packages/flow/scripts/rdp_avc_lab/client_setup.ps1 b/packages/flow/scripts/rdp_avc_lab/client_setup.ps1
new file mode 100644
index 0000000000..09fd846501
--- /dev/null
+++ b/packages/flow/scripts/rdp_avc_lab/client_setup.ps1
@@ -0,0 +1,76 @@
+# Run ON vm-client through run_ps.sh. Prepares the box whose Remote Desktop
+# Connection (mstsc) window the harness drives:
+#   - Media Foundation, so mstsc can decode H.264/AVC444;
+#   - Python 3.12 and openadapt-flow from the given git ref, with the repo
+#     checkout at C:\oa\src (the harness lives under packages/flow/benchmark);
+#   - a local `harness` user that logs on automatically (Sysinternals
+#     Autologon keeps the password as an LSA secret, not in the registry);
+#   - the job runner, started in that user's interactive session at logon.
+# The two session passwords are left in a file only `harness` can read; the
+# runner stores them with cmdkey on first logon and deletes the file.
+param(
+  [Parameter(Mandatory = $true)][string]$HarnessPassword,
+  [Parameter(Mandatory = $true)][string]$EmrPassword,
+  [Parameter(Mandatory = $true)][string]$PnPassword,
+  [Parameter(Mandatory = $true)][string]$Ref,
+  [string]$HostIp = "10.30.1.7"
+)
+$ErrorActionPreference = "Stop"
+$ProgressPreference = "SilentlyContinue"
+$py = "C:\Program Files\Python312\python.exe"
+New-Item -ItemType Directory -Force C:\oa, C:\oa\jobs, C:\oa\results, C:\oa\secret | Out-Null
+
+Install-WindowsFeature Server-Media-Foundation | Out-Null
+
+if (-not (Test-Path $py)) {
+  Invoke-WebRequest "https://www.python.org/ftp/python/3.12.10/python-3.12.10-amd64.exe" -OutFile C:\oa\py.exe -UseBasicParsing
+  Start-Process C:\oa\py.exe -Wait -ArgumentList "/quiet InstallAllUsers=1 PrependPath=1 Include_test=0"
+}
+Invoke-WebRequest "https://github.com/OpenAdaptAI/OpenAdapt/archive/$Ref.zip" -OutFile C:\oa\src.zip -UseBasicParsing
+if (Test-Path C:\oa\src) { Remove-Item C:\oa\src -Recurse -Force }
+Expand-Archive C:\oa\src.zip C:\oa\unz -Force
+Move-Item (Get-ChildItem C:\oa\unz | Select-Object -First 1).FullName C:\oa\src
+Remove-Item C:\oa\unz, C:\oa\src.zip -Recurse -Force
+& $py -m pip install --quiet --upgrade pip
+# openadapt-types from the same checkout, so flow's pin is met at this ref.
+& $py -m pip install --quiet "C:\oa\src\packages\types" "C:\oa\src\packages\flow"
+if ($LASTEXITCODE -ne 0) { throw "openadapt-flow install failed" }
+Set-Content C:\oa\ref.txt $Ref
+
+# --- harness user + autologon ------------------------------------------------
+$sec = ConvertTo-SecureString $HarnessPassword -AsPlainText -Force
+if (Get-LocalUser -Name harness -ErrorAction SilentlyContinue) {
+  Set-LocalUser -Name harness -Password $sec -PasswordNeverExpires $true
+} else {
+  New-LocalUser -Name harness -Password $sec -PasswordNeverExpires -AccountNeverExpires | Out-Null
+}
+icacls C:\oa /grant "harness:(OI)(CI)M" | Out-Null
+if (-not (Test-Path C:\oa\Autologon64.exe)) {
+  Invoke-WebRequest "https://download.sysinternals.com/files/AutoLogon.zip" -OutFile C:\oa\al.zip -UseBasicParsing
+  Expand-Archive C:\oa\al.zip C:\oa -Force
+}
+& C:\oa\Autologon64.exe /accepteula harness $env:COMPUTERNAME $HarnessPassword | Out-Null
+# No lock screen, no idle lock, monitor never sleeps: the desktop must stay
+# unlocked for SendInput and PrintWindow.
+$pol = "HKLM:\SOFTWARE\Policies\Microsoft\Windows\Personalization"
+New-Item -Path $pol -Force | Out-Null
+Set-ItemProperty $pol NoLockScreen 1 -Type DWord
+Set-ItemProperty "HKLM:\SOFTWARE\Microsoft\Windows\CurrentVersion\Policies\System" InactivityTimeoutSecs 0 -Type DWord
+Set-ItemProperty "HKLM:\SOFTWARE\Microsoft\ServerManager" DoNotOpenServerManagerAtLogon 1 -Type DWord
+powercfg /change monitor-timeout-ac 0
+
+# --- session credentials for the runner (read once, then deleted) -----------
+@{ host = $HostIp; emruser = $EmrPassword; pnuser = $PnPassword } | ConvertTo-Json |
+  Set-Content C:\oa\secret\creds.json
+icacls C:\oa\secret /inheritance:r /grant "harness:(OI)(CI)F" /grant "SYSTEM:(OI)(CI)F" | Out-Null
+
+# --- job runner at logon -------------------------------------------------------
+$action = New-ScheduledTaskAction -Execute $py `
+  -Argument "C:\oa\src\packages\flow\benchmark\rdp_avc_real\runner.py" -WorkingDirectory C:\oa
+$principal = New-ScheduledTaskPrincipal -UserId harness -LogonType Interactive -RunLevel Limited
+$trigger = New-ScheduledTaskTrigger -AtLogOn -User harness
+$settings = New-ScheduledTaskSettingsSet -ExecutionTimeLimit (New-TimeSpan -Days 3) -MultipleInstances IgnoreNew
+Register-ScheduledTask -TaskName oa-runner -Action $action -Trigger $trigger -Principal $principal `
+  -Settings $settings -Force | Out-Null
+Write-Output "client configured; rebooting into the harness session"
+Restart-Computer -Force
diff --git a/packages/flow/scripts/rdp_avc_lab/host_setup.ps1 b/packages/flow/scripts/rdp_avc_lab/host_setup.ps1
new file mode 100644
index 0000000000..ade199fb3e
--- /dev/null
+++ b/packages/flow/scripts/rdp_avc_lab/host_setup.ps1
@@ -0,0 +1,71 @@
+# Run ON vm-rdhost through run_ps.sh (passwords arrive as protected
+# parameters). Turns the box into a remote-desktop host that streams with the
+# H.264/AVC444 graphics policy, creates the two session users, and makes each
+# user's logon open exactly one app:
+#   emruser -> OpenEMR in Edge app mode (served by vm-emr)
+#   pnuser  -> Patient Notes (WinForms; SQLite record in C:\oa\patients.db)
+# Files pn_db.py and patient_notes.ps1 arrive base64-encoded from the caller.
+param(
+  [Parameter(Mandatory = $true)][string]$EmrPassword,
+  [Parameter(Mandatory = $true)][string]$PnPassword,
+  [Parameter(Mandatory = $true)][string]$PnDbB64,
+  [Parameter(Mandatory = $true)][string]$PnAppB64,
+  [string]$EmrUrl = "http://10.30.1.6:8390/interface/login/login.php?site=default"
+)
+$ErrorActionPreference = "Stop"
+$ProgressPreference = "SilentlyContinue"
+$py = "C:\Program Files\Python312\python.exe"
+
+# --- Graphics: "Prioritize H.264/AVC 444 graphics mode" and "Configure
+# H.264/AVC hardware encoding" (both Enabled), WDDM display driver on. -----
+$ts = "HKLM:\SOFTWARE\Policies\Microsoft\Windows NT\Terminal Services"
+New-Item -Path $ts -Force | Out-Null
+Set-ItemProperty $ts AVC444ModePreferred 1 -Type DWord
+Set-ItemProperty $ts AVCHardwareEncodePreferred 1 -Type DWord
+Set-ItemProperty $ts bEnumerateHWBeforeSW 1 -Type DWord
+Set-ItemProperty $ts fEnableWddmDriver 1 -Type DWord
+Set-ItemProperty $ts fDenyTSConnections 0 -Type DWord
+# Logon noise that would sit over the app.
+Set-ItemProperty "HKLM:\SOFTWARE\Microsoft\ServerManager" DoNotOpenServerManagerAtLogon 1 -Type DWord
+$edge = "HKLM:\SOFTWARE\Policies\Microsoft\Edge"
+New-Item -Path $edge -Force | Out-Null
+Set-ItemProperty $edge HideFirstRunExperience 1 -Type DWord
+Set-ItemProperty $edge DefaultBrowserSettingEnabled 0 -Type DWord
+Set-ItemProperty $edge PasswordManagerEnabled 0 -Type DWord
+Set-ItemProperty $edge TranslateEnabled 0 -Type DWord
+
+# --- Users ------------------------------------------------------------------
+foreach ($u in @(@("emruser", $EmrPassword), @("pnuser", $PnPassword))) {
+  $sec = ConvertTo-SecureString $u[1] -AsPlainText -Force
+  if (Get-LocalUser -Name $u[0] -ErrorAction SilentlyContinue) {
+    Set-LocalUser -Name $u[0] -Password $sec -PasswordNeverExpires $true
+  } else {
+    New-LocalUser -Name $u[0] -Password $sec -PasswordNeverExpires -AccountNeverExpires | Out-Null
+  }
+  Add-LocalGroupMember -Group "Remote Desktop Users" -Member $u[0] -ErrorAction SilentlyContinue
+}
+
+# --- Patient Notes ------------------------------------------------------------
+New-Item -ItemType Directory -Force C:\oa | Out-Null
+[IO.File]::WriteAllBytes("C:\oa\pn_db.py", [Convert]::FromBase64String($PnDbB64))
+[IO.File]::WriteAllBytes("C:\oa\patient_notes.ps1", [Convert]::FromBase64String($PnAppB64))
+if (-not (Test-Path $py)) {
+  Invoke-WebRequest "https://www.python.org/ftp/python/3.12.10/python-3.12.10-amd64.exe" -OutFile C:\oa\py.exe -UseBasicParsing
+  Start-Process C:\oa\py.exe -Wait -ArgumentList "/quiet InstallAllUsers=1 PrependPath=1 Include_test=0"
+}
+if (-not (Test-Path C:\oa\patients.db)) { & $py C:\oa\pn_db.py seed | Out-Null }
+icacls C:\oa /grant "pnuser:(OI)(CI)M" | Out-Null
+
+# --- One app per user at logon ----------------------------------------------
+$edgeExe = "C:\Program Files (x86)\Microsoft\Edge\Application\msedge.exe"
+$apps = @{
+  "emruser" = New-ScheduledTaskAction -Execute $edgeExe -Argument "--app=$EmrUrl --start-maximized --no-first-run"
+  "pnuser"  = New-ScheduledTaskAction -Execute "powershell.exe" -Argument "-STA -WindowStyle Hidden -ExecutionPolicy Bypass -File C:\oa\patient_notes.ps1 -Python `"$py`""
+}
+foreach ($u in $apps.Keys) {
+  $principal = New-ScheduledTaskPrincipal -UserId $u -LogonType Interactive -RunLevel Limited
+  $trigger = New-ScheduledTaskTrigger -AtLogOn -User $u
+  Register-ScheduledTask -TaskName "oa-app-$u" -Action $apps[$u] -Trigger $trigger -Principal $principal -Force | Out-Null
+}
+Write-Output "host configured; reboot to apply the graphics policy"
+Restart-Computer -Force
diff --git a/packages/flow/scripts/rdp_avc_lab/provision.sh b/packages/flow/scripts/rdp_avc_lab/provision.sh
new file mode 100755
index 0000000000..7f7f1a775b
--- /dev/null
+++ b/packages/flow/scripts/rdp_avc_lab/provision.sh
@@ -0,0 +1,56 @@
+#!/usr/bin/env bash
+# Provision a real H.264/AVC444 remote-desktop lab: a Windows Server 2022 host
+# that streams its sessions with the AVC444 graphics policy, a Windows Server
+# client VM that connects with the stock Remote Desktop Connection (mstsc),
+# and a Linux VM serving OpenEMR 7.0.3. Local accounts only; every password
+# is generated into Key Vault and read from there, never printed.
+#
+# COST running: host D4ds_v4 ($0.414/hr) + client D2ds_v4 ($0.207/hr)
+#   + OpenEMR D2ds_v4 Linux ($0.113/hr) = ~$0.73/hr. DEALLOCATE WHEN IDLE
+#   (bash lifecycle.sh stop).
+#
+# Shares resource group openadapt-avd-lab (VNet avdlab-vnet, NSG avdlab-nsg
+# that admits RDP only from the operator IP) with the parked AVD resources.
+set -euo pipefail
+
+RG="${RG:-openadapt-avd-lab}"
+LOC="${LOC:-eastus}"
+KV="${KV:-oa-rdlab-b8ba32}"
+ADMIN_USER="${ADMIN_USER:-azureadmin}"
+here="$(cd "$(dirname "$0")" && pwd)"
+pw() { az keyvault secret show --vault-name "$KV" -n "$1" --query value -o tsv; }
+ADMIN_PW="$(pw rdlab-admin)"
+SERVER_IMG="MicrosoftWindowsServer:WindowsServer:2022-datacenter-azure-edition:latest"
+
+common=(--vnet-name avdlab-vnet --subnet lab --nsg avdlab-nsg --public-ip-sku Standard
+        --storage-sku StandardSSD_LRS --nic-delete-option Delete --os-disk-delete-option Delete -o none)
+
+az vm create -g "$RG" -n vm-rdhost --image "$SERVER_IMG" --size Standard_D4ds_v4 \
+  --admin-username "$ADMIN_USER" --admin-password "$ADMIN_PW" \
+  --private-ip-address 10.30.1.7 --os-disk-size-gb 128 "${common[@]}"
+
+az vm create -g "$RG" -n vm-client --image "$SERVER_IMG" --size Standard_D2ds_v4 \
+  --admin-username "$ADMIN_USER" --admin-password "$ADMIN_PW" \
+  --private-ip-address 10.30.1.5 --os-disk-size-gb 128 "${common[@]}"
+
+# OpenEMR: the same compose file as benchmark/openemr_live, run by cloud-init.
+# OpenEMR is GPL and runs as an external app; nothing from it is vendored.
+init="$(mktemp)"
+cat > "$init" <<EOF
+#cloud-config
+package_update: true
+packages: [docker.io, docker-compose-v2]
+write_files:
+  - path: /opt/emr/docker-compose.yml
+    encoding: b64
+    content: $(base64 < "$here/../../benchmark/openemr_live/docker-compose.yml" | tr -d '\n')
+runcmd:
+  - systemctl enable --now docker
+  - docker compose -f /opt/emr/docker-compose.yml up -d
+EOF
+az vm create -g "$RG" -n vm-emr --image Ubuntu2204 --size Standard_D2ds_v4 \
+  --admin-username "$ADMIN_USER" --ssh-key-values ~/.ssh/id_rsa.pub \
+  --private-ip-address 10.30.1.6 --os-disk-size-gb 64 --custom-data "$init" "${common[@]}"
+rm -f "$init"
+
+az vm list -g "$RG" -d --query "[].{vm:name, size:hardwareProfile.vmSize, private:privateIps, power:powerState}" -o table
diff --git a/packages/flow/scripts/rdp_avc_lab/run_ps.sh b/packages/flow/scripts/rdp_avc_lab/run_ps.sh
new file mode 100755
index 0000000000..00badd4dc0
--- /dev/null
+++ b/packages/flow/scripts/rdp_avc_lab/run_ps.sh
@@ -0,0 +1,27 @@
+#!/usr/bin/env bash
+# Run a lab PowerShell script on a VM as a managed run command.
+#   bash run_ps.sh <vm> <script.ps1> [Name=value ...]
+# Secrets: set SECRETS="Param=kv-secret-name ..."; each is read from Key Vault
+# and passed as a protected parameter, so it is neither printed nor shown in
+# the run command's instance view.
+set -euo pipefail
+RG="${RG:-openadapt-avd-lab}"
+KV="${KV:-oa-rdlab-b8ba32}"
+vm="${1:?vm name}"; script="${2:?script path}"; shift 2
+here="$(cd "$(dirname "$0")" && pwd)"
+[ -f "$script" ] || script="$here/$script"
+name="oa-$(basename "$script" .ps1 | tr '_' '-')-$(date +%s)"
+
+protected=()
+for pair in ${SECRETS:-}; do
+  protected+=("${pair%%=*}=$(az keyvault secret show --vault-name "$KV" -n "${pair#*=}" --query value -o tsv)")
+done
+args=(--resource-group "$RG" --vm-name "$vm" --name "$name" --script "@$script"
+      --timeout-in-seconds "${TIMEOUT:-3600}" --async-execution false --output none)
+[ ${#protected[@]} -gt 0 ] && args+=(--protected-parameters "${protected[@]}")
+[ $# -gt 0 ] && args+=(--parameters "$@")
+
+az vm run-command create "${args[@]}" || true
+az vm run-command show --resource-group "$RG" --vm-name "$vm" --name "$name" \
+  --instance-view --query "instanceView.{state:executionState,exit:exitCode,out:output,err:error}" -o json
+az vm run-command delete --resource-group "$RG" --vm-name "$vm" --name "$name" --yes --no-wait

From 75f2966d6f72432d2f1a43ceea4c3262feb81c92 Mon Sep 17 00:00:00 2001
From: abrichr <richard.abrich@mldsai.com>
Date: Wed, 28 Oct 2026 22:18:54 -0400
Subject: [PATCH 4/8] rdp avc lab: campaigns for Patient Notes and OpenEMR;
 write bundles as UTF-8 on Windows

---
 .../flow/benchmark/rdp_avc_real/harness.py    | 433 +++++++++++++++++-
 .../benchmark/rdp_avc_real/oracle_service.py  | 142 ++++++
 packages/flow/openadapt_flow/ir.py            |  11 +-
 .../flow/scripts/rdp_avc_lab/client_setup.ps1 |   3 +
 .../flow/scripts/rdp_avc_lab/host_setup.ps1   |  13 +
 .../flow/scripts/rdp_avc_lab/submit_job.sh    |  58 +++
 packages/flow/tests/test_bundle_encoding.py   |  30 ++
 7 files changed, 674 insertions(+), 16 deletions(-)
 create mode 100644 packages/flow/benchmark/rdp_avc_real/oracle_service.py
 create mode 100644 packages/flow/scripts/rdp_avc_lab/submit_job.sh
 create mode 100644 packages/flow/tests/test_bundle_encoding.py

diff --git a/packages/flow/benchmark/rdp_avc_real/harness.py b/packages/flow/benchmark/rdp_avc_real/harness.py
index 7ee49b5847..f2eaf6ca33 100644
--- a/packages/flow/benchmark/rdp_avc_real/harness.py
+++ b/packages/flow/benchmark/rdp_avc_real/harness.py
@@ -36,18 +36,22 @@ def window_title(app: str) -> str:
     return f"{APPS[app]['target']} - Remote Desktop Connection"
 
 
-def open_session(app: str, *, bpp: int = 32, wait_s: float = 60.0) -> None:
+def open_session(
+    app: str, *, bpp: int = 32, desktop: tuple[int, int] = DESKTOP, wait_s: float = 60.0
+) -> None:
     """Start mstsc for ``app`` unless its window already exists."""
     backend = RemoteDisplayBackend(owner_substr="mstsc", title_substr=window_title(app))
     if backend._client.find_windows("mstsc", window_title(app)):  # noqa: SLF001
         return
-    rdp = Path(r"C:\oa") / f"{app}_{bpp}.rdp"
+    # Settings go in Default.rdp, which mstsc reads for /v: connections;
+    # opening an unsigned .rdp file would raise a publisher warning instead.
+    rdp = Path.home() / "Documents" / "Default.rdp"
+    rdp.parent.mkdir(parents=True, exist_ok=True)
     rdp.write_text(
         "\n".join(
             [
-                f"full address:s:{APPS[app]['target']}",
-                f"desktopwidth:i:{DESKTOP[0]}",
-                f"desktopheight:i:{DESKTOP[1]}",
+                f"desktopwidth:i:{desktop[0]}",
+                f"desktopheight:i:{desktop[1]}",
                 "screen mode id:i:1",
                 "smart sizing:i:0",
                 f"session bpp:i:{bpp}",
@@ -62,9 +66,11 @@ def open_session(app: str, *, bpp: int = 32, wait_s: float = 60.0) -> None:
                 "autoreconnection enabled:i:1",
             ]
         ),
-        encoding="utf-8",
+        encoding="utf-16",
+    )
+    subprocess.Popen(
+        ["mstsc", f"/v:{APPS[app]['target']}", f"/w:{desktop[0]}", f"/h:{desktop[1]}"]
     )
-    subprocess.Popen(["mstsc", str(rdp)])
     deadline = time.monotonic() + wait_s
     while time.monotonic() < deadline:
         if backend._client.find_windows("mstsc", window_title(app)):  # noqa: SLF001
@@ -106,16 +112,419 @@ def probe(job: dict, out: Path) -> dict:
         {"title": w.title, "bounds": list(w.bounds), "pid": w.pid}
         for w in backend._client.find_windows("mstsc", window_title(app))  # noqa: SLF001
     ]
-    return {"app": app, "viewport": list(backend.viewport()), "windows": windows, "frames": frames}
+    return {"app": app, "viewport": list(backend.viewport), "windows": windows, "frames": frames}
+
+
+def diagnose(job: dict, out: Path) -> dict:
+    """Full-screen grab plus every visible top-level window and its process."""
+    import ctypes
+    from ctypes import wintypes
+
+    from PIL import ImageGrab
+
+    if job.get("app"):
+        try:
+            open_session(job["app"], wait_s=job.get("wait_s", 30))
+        except TimeoutError:
+            pass
+    buf = io.BytesIO()
+    ImageGrab.grab(all_screens=True).save(buf, "PNG")
+    frame = save_frame(buf.getvalue(), out, "screen")
+    user32, kernel32 = ctypes.windll.user32, ctypes.windll.kernel32
+    rows: list[dict] = []
+
+    @ctypes.WINFUNCTYPE(wintypes.BOOL, wintypes.HWND, wintypes.LPARAM)
+    def visit(hwnd, _lparam):
+        if not user32.IsWindowVisible(hwnd):
+            return True
+        title = ctypes.create_unicode_buffer(512)
+        user32.GetWindowTextW(hwnd, title, 512)
+        cls = ctypes.create_unicode_buffer(256)
+        user32.GetClassNameW(hwnd, cls, 256)
+        pid = wintypes.DWORD()
+        user32.GetWindowThreadProcessId(hwnd, ctypes.byref(pid))
+        exe = ctypes.create_unicode_buffer(1024)
+        size = wintypes.DWORD(1024)
+        h = kernel32.OpenProcess(0x1000, False, pid.value)
+        if h:
+            kernel32.QueryFullProcessImageNameW(h, 0, exe, ctypes.byref(size))
+            kernel32.CloseHandle(h)
+        rect = wintypes.RECT()
+        user32.GetWindowRect(hwnd, ctypes.byref(rect))
+        texts: list[str] = []
+        if cls.value == "#32770":
+            @ctypes.WINFUNCTYPE(wintypes.BOOL, wintypes.HWND, wintypes.LPARAM)
+            def child(ch, _lp):
+                t = ctypes.create_unicode_buffer(1024)
+                user32.GetWindowTextW(ch, t, 1024)
+                if t.value:
+                    texts.append(t.value)
+                return True
+
+            user32.EnumChildWindows(hwnd, child, 0)
+        rows.append({"title": title.value, "class": cls.value, "exe": exe.value,
+                     "rect": [rect.left, rect.top, rect.right, rect.bottom],
+                     "texts": texts})
+        return True
+
+    user32.EnumWindows(visit, 0)
+    return {"screen": frame, "windows": rows}
+
+
+# --- Patient Notes campaign ---------------------------------------------------
+
+PN_ORACLE = "http://10.30.1.7:8770"
+PN_TARGET_ID = 1  # Neil Sorenson
+# Window-pixel points on the 1280x800 session, read off a probe frame.
+PN_STEPS = {
+    "search_box": (260, 55),
+    "search_button": (559, 55),
+    "first_row": (115, 145),
+    "note_box": (315, 400),
+    "save_button": (560, 489),
+}
+# Conditions under which the target stays unambiguous: a stop is a false stop.
+PN_MUST_SAVE = {"healthy", "reorder", "decoy", "bpp16", "desktop1440"}
+
+
+def oracle(base: str, path: str, timeout: float = 60.0):
+    import urllib.request
+
+    with urllib.request.urlopen(f"{base}{path}", timeout=timeout) as resp:
+        return json.loads(resp.read())
+
+
+def wait_steady(app: str, timeout_s: float = 45.0) -> None:
+    """Wait until the remote window is painted and two frames agree."""
+    deadline = time.monotonic() + timeout_s
+    last = None
+    while time.monotonic() < deadline:
+        frame = backend_for(app).screenshot()
+        digest = hashlib.sha256(frame).hexdigest()
+        if digest == last:
+            return
+        last = digest
+        time.sleep(3)
+
+
+def pn_record(app: str, rec_dir: Path) -> None:
+    from openadapt_flow.recorder import Recorder
+
+    rec = Recorder(
+        backend_for(app), rec_dir,
+        settle_interval_s=0.3, settle_stable_frames=2, settle_timeout_s=6.0,
+    )
+    rec.click(*PN_STEPS["search_box"])
+    rec.type_text("Neil")
+    rec.click(*PN_STEPS["search_button"])
+    rec.click(*PN_STEPS["first_row"])
+    rec.click(*PN_STEPS["note_box"])
+    rec.type_text("recorded demonstration note", param="note")
+    rec.click(*PN_STEPS["save_button"])
+    rec.finish()
+
+
+def step_summary(r) -> dict:
+    res = r.resolution
+    return {
+        "step_id": r.step_id, "intent": r.intent, "ok": r.ok, "skipped": r.skipped,
+        "rung": getattr(res.rung, "value", str(res.rung)) if res else None,
+        "confidence": round(res.confidence, 3) if res else None,
+        "point": list(res.point) if res else None,
+        "safety_halt": r.safety_halt,
+        "failure_category": getattr(r.failure_category, "value", r.failure_category),
+        "detail": (getattr(r, "error", None) or getattr(r, "message", None)),
+    }
+
+
+def classify(db_outcome: str, success: bool, must_save: bool) -> str:
+    if db_outcome == "correct":
+        return "verified_save" if success else "stopped_after_save"
+    if db_outcome == "wrong_target":
+        return "silent_wrong" if success else "flagged_wrong"
+    if success:
+        return "false_completion"
+    return "false_stop" if must_save else "stop_on_lookalike"
+
+
+def zip_dir(src: Path, dest: Path) -> None:
+    import zipfile
+
+    with zipfile.ZipFile(dest, "w", zipfile.ZIP_DEFLATED) as zf:
+        for f in sorted(src.rglob("*")):
+            if f.is_file():
+                zf.write(f, f.relative_to(src))
+
+
+def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
+    """Record once, compile, then replay every condition; judge from the record.
+
+    ``spec``: record(rec_dir), reset(drift), params(token), judge(token) ->
+    (db_outcome, detail), must_save (condition names), name.
+    """
+    from openadapt_flow.compiler import compile_recording
+    from openadapt_flow.runtime.replayer import Replayer
+
+    work = Path(r"C:\oa\work") / job["id"]
+    work.mkdir(parents=True, exist_ok=True)
+    spec["reset"]("none")
+    open_session(app)
+    wait_steady(app)
+    save_frame(backend_for(app).screenshot(), out, f"{app}_record_start")
+    t0 = time.monotonic()
+    spec["record"](work / "rec")
+    workflow = compile_recording(work / "rec", work / "bundle", name=spec["name"])
+    record_s = time.monotonic() - t0
+    zip_dir(work / "bundle", out / f"{app}_bundle.zip")
+
+    trials = []
+    session = (32, DESKTOP)
+    for cond in job["conditions"]:
+        name, drift = cond["name"], cond.get("drift", "none")
+        want = (cond.get("bpp", 32), tuple(cond.get("desktop", DESKTOP)))
+        for i in range(cond["n"]):
+            if want != session:
+                close_sessions()
+                time.sleep(3)
+                open_session(app, bpp=want[0], desktop=want[1])
+                session = want
+            spec["reset"](drift)
+            wait_steady(app)
+            token = f"Oa{job['id'][-4:]}{len(trials):03d}{name[:4]}".replace("-", "")
+            run_dir = work / f"run_{len(trials):03d}_{name}"
+            first = backend_for(app).screenshot()
+            t = time.monotonic()
+            error, extra = None, {}
+            try:
+                report = Replayer(backend_for(app), poll_interval_s=0.3).run(
+                    workflow, params=spec["params"](token), bundle_dir=work / "bundle",
+                    run_dir=run_dir,
+                )
+                success, model_calls = bool(report.success), report.model_calls
+                rungs, terminal = dict(report.rung_counts), report.terminal_outcome
+                steps = [step_summary(r) for r in report.results]
+                extra = {
+                    "execution_outcome": getattr(report.execution_outcome, "value",
+                                                 report.execution_outcome),
+                    "heal_count": report.heal_count,
+                    "halt": report.halt.model_dump(mode="json") if report.halt else None,
+                    "render_scale": report.render_scale,
+                }
+            except Exception as exc:  # noqa: BLE001 -- a crash is a stop, recorded
+                success, model_calls, rungs, terminal, steps = False, 0, {}, None, []
+                error = repr(exc)
+            elapsed = time.monotonic() - t
+            db_outcome, detail = spec["judge"](token)
+            must_save = name in spec["must_save"]
+            frames = sorted(run_dir.rglob("*.png"))
+            trial = {
+                "trial": len(trials) + 1, "condition": name, "drift": drift,
+                "bpp": want[0], "desktop": list(want[1]), "token": token,
+                "success": success, "terminal_outcome": terminal, "error": error,
+                "model_calls": model_calls, "rung_counts": rungs,
+                "steps": steps, **extra, "db_outcome": db_outcome, "record_detail": detail,
+                "class": classify(db_outcome, success, must_save), "must_save": must_save,
+                "elapsed_s": round(elapsed, 2),
+                "first_frame_sha256": hashlib.sha256(first).hexdigest(),
+                "frame_sha256": [hashlib.sha256(f.read_bytes()).hexdigest() for f in frames],
+            }
+            report_path = run_dir / "report.json"
+            if report_path.exists():
+                (out / f"report_{len(trials):03d}.json").write_bytes(report_path.read_bytes())
+            if i == 0:
+                trial["first_frame"] = save_frame(first, out, f"{app}_{name}_first")
+                zip_dir(run_dir, out / f"{app}_run_{name}.zip")
+            trials.append(trial)
+            (out / "trials.json").write_text(json.dumps(trials, indent=2), encoding="utf-8")
+    return {"app": app, "record_s": round(record_s, 2), "trials": trials}
+
+
+def pn_campaign(job: dict, out: Path) -> dict:
+    def judge(token: str):
+        holders = [r["id"] for r in oracle(PN_ORACLE, "/all") if r["note"] == token]
+        outcome = (
+            "correct" if holders == [PN_TARGET_ID]
+            else "wrong_target" if holders else "no_write"
+        )
+        return outcome, {"note_holders": holders}
+
+    return run_campaign(job, out, "pn", {
+        "name": "avc444-patient-notes",
+        "record": lambda rec_dir: pn_record("pn", rec_dir),
+        "reset": lambda drift: oracle(PN_ORACLE, f"/reset?drift={drift}"),
+        "params": lambda token: {"note": token},
+        "judge": judge,
+        "must_save": PN_MUST_SAVE,
+    })
+
+
+# --- OpenEMR campaign ----------------------------------------------------------
+
+EMR_ORACLE = "http://10.30.1.6:8771"
+EMR_LAST = "Avclab"
+EMR_DOB = "2001-01-01"
+# Window-pixel points on the 1280x800 session, read off drive frames.
+EMR_STEPS = {
+    "username": (705, 396), "password": (684, 450), "login": (640, 558),
+    "patient_menu": (361, 43), "new_search": (378, 71),
+    "first_name": (445, 311), "last_name": (706, 311),
+    "dob": (429, 423), "sex": (965, 423), "billing_label": (146, 599),
+    "create": (272, 733), "confirm": (600, 261),
+}
+EMR_MUST_SAVE = {"healthy", "bpp16", "desktop1440"}
+
+
+def emr_record(rec_dir: Path, order: str = "last_first") -> None:
+    from openadapt_flow.recorder import Recorder
+
+    rec = Recorder(
+        backend_for("emr"), rec_dir,
+        settle_interval_s=0.4, settle_stable_frames=2, settle_timeout_s=10.0,
+    )
+    st = EMR_STEPS
+    # Lab fixture account from benchmark/openemr_live/docker-compose.yml;
+    # passed as run parameters so no credential is compiled into the bundle.
+    rec.click(*st["username"])
+    rec.type_text("admin", param="username")
+    rec.click(*st["password"])
+    rec.type_text("pass", param="password")
+    rec.click(*st["login"])
+    # The main screen loads for several seconds after login; a click before it
+    # paints would record a blank crop as the menu's template.
+    time.sleep(12)
+    rec.click(*st["patient_menu"])
+    rec.click(*st["new_search"])
+    time.sleep(6)
+    if order == "first_last":
+        rec.click(*st["first_name"])
+        rec.type_text("Recorded", param="first_name")
+        rec.click(*st["last_name"])
+        rec.type_text(EMR_LAST)
+    else:
+        # Fixed last name first: no later click's identity band then holds a
+        # value that changes from run to run (see README, "identity band").
+        rec.click(*st["last_name"])
+        rec.type_text(EMR_LAST)
+        rec.click(*st["first_name"])
+        rec.type_text("Recorded", param="first_name")
+    rec.click(*st["dob"])
+    rec.type_text(EMR_DOB)
+    rec.press("escape")
+    rec.click(*st["sex"])
+    rec.type_text("F")
+    rec.press("enter")
+    rec.click(*st["billing_label"])
+    rec.press("end")
+    rec.click(*st["create"])
+    time.sleep(3)
+    rec.click(*st["confirm"])
+    rec.finish()
+
+
+def emr_judge(token: str):
+    rows = oracle(EMR_ORACLE, f"/patients?token={token}")
+    exact = [r for r in rows if r["fname"] == token and r["lname"] == EMR_LAST
+             and r["DOB"] == EMR_DOB and r["sex"] == "Female"]
+    if len(exact) == 1 and len(rows) == 1:
+        outcome = "correct"
+    elif rows:
+        outcome = "wrong_target"  # a field landed elsewhere, or a duplicate row
+    else:
+        outcome = "no_write"
+    return outcome, {"rows": rows}
+
+
+def emr_campaign(job: dict, out: Path) -> dict:
+    def reset(_drift: str) -> None:
+        oracle(PN_ORACLE, "/edge_restart")
+        time.sleep(4)
+
+    try:
+        return run_campaign(job, out, "emr", {
+            "name": "avc444-openemr-new-patient",
+            "record": lambda rec_dir: emr_record(rec_dir, job.get("order", "last_first")),
+            "reset": reset,
+            "params": lambda token: {"username": "admin", "password": "pass",
+                                     "first_name": token},
+            "judge": emr_judge,
+            "must_save": EMR_MUST_SAVE,
+        })
+    finally:
+        oracle(EMR_ORACLE, "/cleanup?prefix=Oa" + job["id"][-4:].replace("-", ""))
+        oracle(EMR_ORACLE, "/cleanup?prefix=Recorded")
+
+
+def drive(job: dict, out: Path) -> dict:
+    """Exploration: run a list of actions through the backend, frame after each.
+
+    Actions: ["click", x, y] | ["type", text] | ["key", name] | ["wait", s]
+    | ["oracle", path] (a call to the host reset service).
+    """
+    app = job["app"]
+    open_session(app)
+    time.sleep(job.get("settle_s", 3))
+    backend = backend_for(app)
+    frames = [save_frame(backend.screenshot(), out, f"{app}_drive_00")]
+    for i, act in enumerate(job["actions"], start=1):
+        verb = act[0]
+        if verb == "click":
+            backend.click(int(act[1]), int(act[2]))
+        elif verb == "type":
+            backend.type_text(act[1])
+        elif verb == "key":
+            backend.press(act[1])
+        elif verb == "wait":
+            time.sleep(float(act[1]))
+        elif verb == "scroll":
+            backend.scroll(int(act[1]), int(act[2]))
+        elif verb == "oracle":
+            oracle(PN_ORACLE, act[1])
+        time.sleep(job.get("step_wait_s", 2.0))
+        if verb != "wait" or job.get("frame_after_wait"):
+            frames.append(save_frame(backend.screenshot(), out, f"{app}_drive_{i:02d}"))
+    return {"app": app, "frames": frames}
 
 
 def main(job_path: str, out_dir: str) -> int:
     job = json.loads(Path(job_path).read_text(encoding="utf-8-sig"))
     out = Path(out_dir)
-    kinds = {"probe": probe}
-    result = kinds[job["kind"]](job, out)
-    (out / "result.json").write_text(json.dumps(result, indent=2), encoding="utf-8")
-    return 0
+    if job.get("fresh"):
+        close_sessions()
+        time.sleep(3)
+    kinds = {"probe": probe, "diagnose": diagnose, "pn_campaign": pn_campaign, "emr_campaign": emr_campaign, "drive": drive}
+    try:
+        result = kinds[job["kind"]](job, out)
+        (out / "result.json").write_text(json.dumps(result, indent=2), encoding="utf-8")
+        return 0
+    except Exception:
+        import traceback
+
+        (out / "error.json").write_text(
+            json.dumps({"error": traceback.format_exc()}, indent=2), encoding="utf-8"
+        )
+        return 1
+    finally:
+        upload(job, out)
+
+
+def upload(job: dict, out: Path) -> None:
+    """PUT every output file to the job's write-only blob SAS, if given."""
+    sas = job.get("upload_sas")
+    if not sas:
+        return
+    import urllib.request
+
+    base, query = sas.split("?", 1)
+    for path in sorted(out.iterdir()):
+        if not path.is_file():
+            continue
+        req = urllib.request.Request(
+            f"{base}/{job['id']}/{path.name}?{query}",
+            data=path.read_bytes(),
+            method="PUT",
+            headers={"x-ms-blob-type": "BlockBlob"},
+        )
+        urllib.request.urlopen(req, timeout=120).close()
 
 
 if __name__ == "__main__":
diff --git a/packages/flow/benchmark/rdp_avc_real/oracle_service.py b/packages/flow/benchmark/rdp_avc_real/oracle_service.py
new file mode 100644
index 0000000000..b27c5049bc
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/oracle_service.py
@@ -0,0 +1,142 @@
+"""Reset and system-of-record service for the AVC444 lab (stdlib only).
+
+Runs beside each app, never in the session the harness drives:
+
+- ``pn`` mode on vm-rdhost: reseeds the Patient Notes SQLite record with a
+  drift condition, restarts the app in pnuser's session, and dumps every row.
+- ``emr`` mode on vm-emr: reads ``patient_data`` from OpenEMR's MariaDB
+  through ``docker exec`` and deletes rows a trial created.
+
+The harness asks it for the record after each trial; it never reads the
+screen to decide whether a save happened. The listener is bound to the
+private address and the host firewall admits only the client VM.
+
+    python oracle_service.py pn  10.30.1.7 8770
+    python oracle_service.py emr 10.30.1.6 8771
+"""
+
+from __future__ import annotations
+
+import json
+import re
+import subprocess
+import sys
+import time
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from urllib.parse import parse_qs, urlparse
+
+PY = r"C:\Program Files\Python312\python.exe"
+PN_DB = r"C:\oa\pn_db.py"
+CLIENT_IP = "10.30.1.5"
+TOKEN_RE = re.compile(r"^[A-Za-z0-9 _-]{1,64}$")
+EMR_SQL = ["docker", "exec", "-i", "openemr-live-mysql-1", "mariadb", "-uroot", "-proot",
+           "openemr", "--batch", "--raw", "-e"]
+
+
+def pn_reset(drift: str) -> dict:
+    if drift not in ("none", "siblings", "decoy", "reorder"):
+        raise ValueError(f"unknown drift {drift!r}")
+    subprocess.run(
+        ["powershell", "-NoProfile", "-Command",
+         "Get-CimInstance Win32_Process -Filter \"Name='powershell.exe'\" | "
+         "Where-Object { $_.ProcessId -ne $PID -and "
+         "$_.CommandLine -like '*patient_notes.ps1*' } | "
+         "ForEach-Object { Stop-Process -Id $_.ProcessId -Force }"],
+        check=True, capture_output=True,
+    )
+    seeded = subprocess.run([PY, PN_DB, "seed", "--drift", drift], check=True,
+                            capture_output=True, text=True).stdout
+    subprocess.run(["schtasks", "/run", "/tn", "oa-app-pnuser"], check=True, capture_output=True)
+    time.sleep(6)
+    return {"seeded": json.loads(seeded), "restarted": True}
+
+
+def edge_restart() -> dict:
+    """Restart OpenEMR's Edge window in emruser's session (cookies kept)."""
+    subprocess.run(
+        ["powershell", "-NoProfile", "-Command",
+         "Get-Process msedge -IncludeUserName -ErrorAction SilentlyContinue | "
+         "Where-Object { $_.UserName -like '*emruser' } | Stop-Process -Force"],
+        check=True, capture_output=True,
+    )
+    time.sleep(2)
+    subprocess.run(["schtasks", "/run", "/tn", "oa-app-emruser"], check=True, capture_output=True)
+    time.sleep(8)
+    return {"restarted": True}
+
+
+def pn_all() -> list:
+    out = subprocess.run([PY, PN_DB, "all"], check=True, capture_output=True, text=True).stdout
+    return json.loads(out)
+
+
+def emr_query(sql: str) -> list[dict]:
+    out = subprocess.run(EMR_SQL + [sql], check=True, capture_output=True, text=True).stdout
+    lines = out.splitlines()
+    if not lines:
+        return []
+    cols = lines[0].split("\t")
+    return [dict(zip(cols, line.split("\t"))) for line in lines[1:]]
+
+
+def emr_patients(token: str) -> list[dict]:
+    if not TOKEN_RE.match(token):
+        raise ValueError("bad token")
+    return emr_query(
+        "SELECT pid, fname, lname, DOB, sex FROM patient_data "
+        f"WHERE fname LIKE '%{token}%' OR lname LIKE '%{token}%' ORDER BY pid"
+    )
+
+
+def emr_cleanup(prefix: str) -> dict:
+    if not TOKEN_RE.match(prefix) or len(prefix) < 4:
+        raise ValueError("bad prefix")
+    rows = emr_patients(prefix)
+    emr_query(f"DELETE FROM patient_data WHERE fname LIKE '{prefix}%' OR lname LIKE '{prefix}%'")
+    return {"deleted": len(rows)}
+
+
+class Handler(BaseHTTPRequestHandler):
+    mode = "pn"
+
+    def _reply(self, code: int, body: object) -> None:
+        data = json.dumps(body).encode()
+        self.send_response(code)
+        self.send_header("Content-Type", "application/json")
+        self.send_header("Content-Length", str(len(data)))
+        self.end_headers()
+        self.wfile.write(data)
+
+    def _route(self) -> object:
+        if self.client_address[0] not in (CLIENT_IP, "127.0.0.1"):
+            raise PermissionError(self.client_address[0])
+        url = urlparse(self.path)
+        q = {k: v[0] for k, v in parse_qs(url.query).items()}
+        routes = {
+            ("pn", "/reset"): lambda: pn_reset(q.get("drift", "none")),
+            ("pn", "/all"): pn_all,
+            ("pn", "/edge_restart"): edge_restart,
+            ("emr", "/patients"): lambda: emr_patients(q["token"]),
+            ("emr", "/cleanup"): lambda: emr_cleanup(q["prefix"]),
+        }
+        return routes[(self.mode, url.path)]()
+
+    def do_GET(self) -> None:  # noqa: N802
+        try:
+            self._reply(200, self._route())
+        except PermissionError:
+            self._reply(403, {"error": "forbidden"})
+        except Exception as exc:  # noqa: BLE001 -- report, keep serving
+            self._reply(500, {"error": repr(exc)})
+
+    def log_message(self, fmt: str, *args) -> None:
+        sys.stderr.write("%s %s\n" % (self.client_address[0], fmt % args))
+
+
+def main(mode: str, host: str, port: str) -> None:
+    Handler.mode = mode
+    ThreadingHTTPServer((host, int(port)), Handler).serve_forever()
+
+
+if __name__ == "__main__":
+    main(*sys.argv[1:])
diff --git a/packages/flow/openadapt_flow/ir.py b/packages/flow/openadapt_flow/ir.py
index acecc51089..053b464e05 100644
--- a/packages/flow/openadapt_flow/ir.py
+++ b/packages/flow/openadapt_flow/ir.py
@@ -3244,13 +3244,16 @@ def save(
             _seal_template_assets(bundle, key, self._decrypted_templates)
             path = encrypted_path
         else:
-            plaintext_path.write_text(serialized)
+            # Bytes, not write_text: the platform default codec (cp1252 on
+            # Windows) cannot encode every character OCR records, and text
+            # mode would turn newlines into CRLF and change the bundle digest.
+            plaintext_path.write_bytes(serialized.encode("utf-8"))
             if encrypted_path.exists():
                 encrypted_path.unlink()
             path = plaintext_path
         if self.manifest is not None:
-            (bundle / "manifest.json").write_text(
-                self.manifest.model_dump_json(indent=2)
+            (bundle / "manifest.json").write_bytes(
+                self.manifest.model_dump_json(indent=2).encode("utf-8")
             )
         return path
 
@@ -3357,7 +3360,7 @@ def load(
             )
             raw = json.loads(decrypted)
         else:
-            raw = json.loads(plaintext_path.read_text())
+            raw = json.loads(plaintext_path.read_bytes())
         raw = _bv.migrate_bundle_dict(raw)
         # A manifest may be embedded in workflow.json OR sit in a sidecar; the
         # embedded one wins, else the sidecar, else it is computed fresh.
diff --git a/packages/flow/scripts/rdp_avc_lab/client_setup.ps1 b/packages/flow/scripts/rdp_avc_lab/client_setup.ps1
index 09fd846501..651ad7c5a7 100644
--- a/packages/flow/scripts/rdp_avc_lab/client_setup.ps1
+++ b/packages/flow/scripts/rdp_avc_lab/client_setup.ps1
@@ -21,6 +21,9 @@ $py = "C:\Program Files\Python312\python.exe"
 New-Item -ItemType Directory -Force C:\oa, C:\oa\jobs, C:\oa\results, C:\oa\secret | Out-Null
 
 Install-WindowsFeature Server-Media-Foundation | Out-Null
+# onnxruntime (RapidOCR) needs the Visual C++ runtime, absent on Server images.
+Invoke-WebRequest "https://aka.ms/vs/17/release/vc_redist.x64.exe" -OutFile C:\oa\vc_redist.exe -UseBasicParsing
+Start-Process C:\oa\vc_redist.exe -Wait -ArgumentList "/install /quiet /norestart"
 
 if (-not (Test-Path $py)) {
   Invoke-WebRequest "https://www.python.org/ftp/python/3.12.10/python-3.12.10-amd64.exe" -OutFile C:\oa\py.exe -UseBasicParsing
diff --git a/packages/flow/scripts/rdp_avc_lab/host_setup.ps1 b/packages/flow/scripts/rdp_avc_lab/host_setup.ps1
index ade199fb3e..04a56e865c 100644
--- a/packages/flow/scripts/rdp_avc_lab/host_setup.ps1
+++ b/packages/flow/scripts/rdp_avc_lab/host_setup.ps1
@@ -33,6 +33,19 @@ Set-ItemProperty $edge HideFirstRunExperience 1 -Type DWord
 Set-ItemProperty $edge DefaultBrowserSettingEnabled 0 -Type DWord
 Set-ItemProperty $edge PasswordManagerEnabled 0 -Type DWord
 Set-ItemProperty $edge TranslateEnabled 0 -Type DWord
+# Open OpenEMR at start, with no news feed, sidebar or startup boost: Edge
+# otherwise ignores --app on its first launch and shows a news tab.
+Set-ItemProperty $edge RestoreOnStartup 4 -Type DWord
+New-Item -Path "$edge\RestoreOnStartupURLs" -Force | Out-Null
+Set-ItemProperty "$edge\RestoreOnStartupURLs" 1 $EmrUrl
+foreach ($p in "NewTabPageContentEnabled", "NewTabPageQuickLinksEnabled", "StartupBoostEnabled",
+                "BackgroundModeEnabled", "HubsSidebarEnabled", "FavoritesBarEnabled",
+                "PromotionalTabsEnabled", "ShowRecommendationsEnabled",
+                # Autofill pops a "Manage..." list over the next field.
+                "AutofillAddressEnabled", "AutofillCreditCardEnabled",
+                "AutofillMembershipsEnabled", "SearchSuggestEnabled") {
+  Set-ItemProperty $edge $p 0 -Type DWord
+}
 
 # --- Users ------------------------------------------------------------------
 foreach ($u in @(@("emruser", $EmrPassword), @("pnuser", $PnPassword))) {
diff --git a/packages/flow/scripts/rdp_avc_lab/submit_job.sh b/packages/flow/scripts/rdp_avc_lab/submit_job.sh
new file mode 100644
index 0000000000..a33bb20fb2
--- /dev/null
+++ b/packages/flow/scripts/rdp_avc_lab/submit_job.sh
@@ -0,0 +1,58 @@
+#!/usr/bin/env bash
+# Hand one job to the runner on vm-client and fetch its outputs.
+#   bash submit_job.sh <job.json> <local out dir>
+# The job gets a short-lived write SAS for the lab's private results
+# container; the harness uploads its outputs there and this script downloads
+# them. The SAS never reaches stdout.
+#
+# PUSH_HARNESS=1 first copies benchmark/rdp_avc_real/*.py from this checkout
+# over the client's copy, so the harness can change without a reinstall.
+set -euo pipefail
+RG="${RG:-openadapt-avd-lab}"
+SA="${SA:-oardlabartd8dc8a}"
+job_file="${1:?job json}"; dest="${2:?local output dir}"
+here="$(cd "$(dirname "$0")" && pwd)"
+bench="$here/../../benchmark/rdp_avc_real"
+id=$(python3 -I -c "import json,sys;print(json.load(open(sys.argv[1]))['id'])" "$job_file")
+key=$(az storage account keys list -g "$RG" -n "$SA" --query "[0].value" -o tsv)
+expiry=$(date -u -v+6H '+%Y-%m-%dT%H:%MZ' 2>/dev/null || date -u -d '+6 hours' '+%Y-%m-%dT%H:%MZ')
+sas=$(az storage container generate-sas --account-name "$SA" --account-key "$key" -n results \
+  --permissions cw --expiry "$expiry" --https-only -o tsv)
+url="https://$SA.blob.core.windows.net/results?$sas"
+job_b64=$(python3 -I -c "import json,sys;j=json.load(open(sys.argv[1]));j['upload_sas']=sys.argv[2];print(json.dumps(j))" "$job_file" "$url" | base64 | tr -d '\n')
+
+script=$(mktemp)
+{
+  echo 'param([string]$JobB64, [string]$Id)'
+  if [ "${PUSH_HARNESS:-0}" = 1 ]; then
+    for f in "$bench"/*.py; do
+      echo "[IO.File]::WriteAllBytes('C:\\oa\\src\\packages\\flow\\benchmark\\rdp_avc_real\\$(basename "$f")', [Convert]::FromBase64String('$(base64 < "$f" | tr -d '\n')'))"
+    done
+  fi
+  echo '[IO.File]::WriteAllBytes("C:\oa\jobs\$Id.json", [Convert]::FromBase64String($JobB64))'
+  echo 'Write-Output "queued $Id"'
+} > "$script"
+name="oa-job-$(date +%s)"
+az vm run-command create -g "$RG" --vm-name vm-client --name "$name" --script "@$script" \
+  --protected-parameters "JobB64=$job_b64" --parameters "Id=$id" \
+  --async-execution false --timeout-in-seconds 600 -o none
+az vm run-command delete -g "$RG" --vm-name vm-client --name "$name" --yes --no-wait
+rm -f "$script"
+echo "queued $id"
+
+# Wait for result.json or error.json, then download everything the job uploaded.
+for _ in $(seq 1 "${WAIT_MIN:-180}"); do
+  if az storage blob exists --account-name "$SA" --account-key "$key" -c results \
+       -n "$id/error.json" --query exists -o tsv 2>/dev/null | grep -q true \
+     || az storage blob exists --account-name "$SA" --account-key "$key" -c results \
+       -n "$id/result.json" --query exists -o tsv 2>/dev/null | grep -q true; then
+    sleep 5
+    mkdir -p "$dest"
+    az storage blob download-batch --account-name "$SA" --account-key "$key" -s results \
+      --pattern "$id/*" -d "$dest" --overwrite -o none
+    echo "fetched $dest/$id"; ls "$dest/$id"
+    exit 0
+  fi
+  sleep 60
+done
+echo "timed out waiting for $id" >&2; exit 1
diff --git a/packages/flow/tests/test_bundle_encoding.py b/packages/flow/tests/test_bundle_encoding.py
new file mode 100644
index 0000000000..7c2f568c02
--- /dev/null
+++ b/packages/flow/tests/test_bundle_encoding.py
@@ -0,0 +1,30 @@
+"""A bundle written on Windows is UTF-8 with LF newlines, like everywhere else.
+
+OCR records whatever text a remote screen shows, including characters such as
+"ε" that the Windows default codec (cp1252) cannot encode. Found compiling a
+recording over a real RDP session on Windows Server 2022.
+"""
+
+from __future__ import annotations
+
+import pathlib
+
+from openadapt_flow.ir import Workflow
+
+
+def test_save_and_load_ignore_the_platform_codec(tmp_path, monkeypatch):
+    original = pathlib.Path.write_text
+
+    def cp1252_write_text(self, data, encoding=None, errors=None, newline=None):
+        # What text mode does on Windows when no encoding is given.
+        return original(self, data, encoding=encoding or "cp1252", errors=errors,
+                        newline=newline if newline is not None else "\r\n")
+
+    monkeypatch.setattr(pathlib.Path, "write_text", cp1252_write_text)
+    workflow = Workflow(name="remote ε — screen", steps=[])
+    workflow.save(tmp_path)
+
+    raw = (tmp_path / "workflow.json").read_bytes()
+    assert b"\r\n" not in raw
+    assert "remote ε — screen" in raw.decode("utf-8")
+    assert Workflow.load(tmp_path).name == "remote ε — screen"

From d62ea71746a64cf17533760c2499d22633ace641 Mon Sep 17 00:00:00 2001
From: abrichr <richard.abrich@mldsai.com>
Date: Wed, 28 Oct 2026 22:59:13 -0400
Subject: [PATCH 5/8] rdp avc lab: record check per trial, separate-session
 read-back, held-out grounding, stop-cause analysis

---
 .../flow/benchmark/rdp_avc_real/analyze.py    | 172 +++++++++++++++++
 .../rdp_avc_real/grounding_heldout.py         | 177 ++++++++++++++++++
 .../flow/benchmark/rdp_avc_real/harness.py    | 164 +++++++++++++++-
 .../benchmark/rdp_avc_real/oracle_service.py  |  19 ++
 .../flow/benchmark/rdp_avc_real/runner.py     |  32 +++-
 .../flow/scripts/rdp_avc_lab/reader_setup.ps1 |  15 ++
 6 files changed, 568 insertions(+), 11 deletions(-)
 create mode 100644 packages/flow/benchmark/rdp_avc_real/analyze.py
 create mode 100644 packages/flow/benchmark/rdp_avc_real/grounding_heldout.py
 create mode 100644 packages/flow/scripts/rdp_avc_lab/reader_setup.ps1

diff --git a/packages/flow/benchmark/rdp_avc_real/analyze.py b/packages/flow/benchmark/rdp_avc_real/analyze.py
new file mode 100644
index 0000000000..4c6b842f7d
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/analyze.py
@@ -0,0 +1,172 @@
+"""Summarise the AVC444 campaigns and rank what stops runs, by cause.
+
+Reads each campaign's ``trials.json`` (written by harness.py on vm-client and
+fetched by submit_job.sh), and writes ``results.json``: per app and
+condition, trials, verified saves, wrong targets, silent wrong saves, false
+stops and stops on a look-alike, each with a rate per 100 and a 95% Wilson
+interval; then every stop with its cause, and the causes ranked by how many
+trials they stopped.
+
+Causes (a stop gets exactly one, from the failing step's own message):
+
+- ``harness``: the lab, not the product (a crash in the harness, or state an
+  earlier trial left behind);
+- ``locator``: no rung found the target, or a heal was refused;
+- ``hover_reresolve``: the target re-resolved a pixel or two away after the
+  pointer moved onto it, and the exact-match guard refused the click;
+- ``identity_precheck``: the identity check before a click disagreed;
+- ``state_check``: a postcondition's recorded screen text did not appear;
+- ``layout_reflow``: the session's desktop size changed the page layout, and
+  a postcondition still checked the recorded frame's absolute region;
+- ``timing_codec``: the screen was still changing (or not stable) where the
+  check looked: animation, a caret, or the codec refining a region.
+
+It also copies, for each cause, the frame of one stopped step out of the
+kept run archives into ``frames/``.
+
+    python analyze.py <campaign dir> [...] --out <dir>
+"""
+
+from __future__ import annotations
+
+import argparse
+import collections
+import json
+import math
+import re
+import zipfile
+from pathlib import Path
+
+CAUSES = [
+    ("hover_reresolve", re.compile(r"after remote pointer hover, not the prepared point")),
+    ("timing_codec", re.compile(r"screen kept changing|region_stable")),
+    ("identity_precheck", re.compile(r"Identity check failed")),
+    ("locator", re.compile(r"all resolution rungs failed|heal quarantined|Could not resolve")),
+    ("state_check", re.compile(r"text_present|expected screen state not reached")),
+]
+FIXES = {
+    "timing_codec": "Wait for the region to settle (bounded) before the identity and "
+                    "stability checks instead of failing on the first changing frame; "
+                    "mask a blinking caret; record the codec's refinement interval.",
+    "hover_reresolve": "Accept a re-resolve inside the target's own box (or within the "
+                       "codec's measured jitter, 1-2 px) instead of exact pixel equality.",
+    "identity_precheck": "Exclude run parameters and transient dialog content (duplicate "
+                         "lists) from the recorded identity band.",
+    "state_check": "Do not compile an auto-selected row's header text into the next "
+                   "step's postcondition when the row is chosen by a later click.",
+    "layout_reflow": "Bind postcondition regions to the resolved target (offsets from "
+                     "it), not the recorded frame's absolute pixels; or halt at the "
+                     "first step with an explicit 'layout changed' reason.",
+    "locator": "Record after the screen has painted; on a reflowed layout use OCR "
+               "landmarks rather than the recorded crop position.",
+    "harness": "Lab fix, not product: reset every record a job created before each trial.",
+}
+
+
+def wilson(k: int, n: int) -> list[float]:
+    if n == 0:
+        return [0.0, 0.0]
+    z = 1.96
+    p = k / n
+    centre = (p + z * z / (2 * n)) / (1 + z * z / n)
+    half = z * math.sqrt(p * (1 - p) / n + z * z / (4 * n * n)) / (1 + z * z / n)
+    return [round(100 * max(0.0, centre - half), 1), round(100 * min(1.0, centre + half), 1)]
+
+
+def rate(k: int, n: int) -> dict:
+    return {"count": k, "per_100": round(100 * k / n, 1) if n else None, "ci95": wilson(k, n)}
+
+
+def cause_of(trial: dict) -> tuple[str, dict]:
+    bad = next((s for s in trial["steps"] if not s["ok"]), None)
+    if trial.get("error") or bad is None:
+        return "harness", {"step_id": None, "detail": trial.get("error")}
+    detail = bad.get("detail") or ""
+    if trial["condition"].startswith("desktop") and "region_stable" in detail:
+        return "layout_reflow", {"step_id": bad["step_id"], "detail": detail}
+    for name, pattern in CAUSES:
+        if pattern.search(detail):
+            return name, {"step_id": bad["step_id"], "detail": detail}
+    return "other", {"step_id": bad["step_id"], "detail": detail}
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("campaigns", nargs="+", type=Path)
+    parser.add_argument("--out", type=Path, required=True)
+    parser.add_argument(
+        "--only", nargs="*", default=[],
+        help="campaign:condition pairs; a campaign named here contributes only these "
+             "conditions (the rest were superseded by a later campaign)",
+    )
+    args = parser.parse_args()
+    frames_dir = args.out / "frames"
+    frames_dir.mkdir(parents=True, exist_ok=True)
+
+    conditions: dict = {}
+    stops: list[dict] = []
+    for campaign in args.campaigns:
+        trials = json.loads((campaign / "trials.json").read_text())
+        app = campaign.name.split("-", 1)[0]  # campaign ids start with the app
+        keep = {pair.split(":", 1)[1] for pair in args.only
+                if pair.split(":", 1)[0] == campaign.name}
+        for t in trials:
+            if keep and t["condition"] not in keep:
+                continue
+            key = f"{app}/{t['condition']}"
+            conditions.setdefault(key, []).append(t)
+            if t["class"] in ("verified_save",):
+                continue
+            cause, where = cause_of(t)
+            stops.append({"campaign": campaign.name, "app": app, "trial": t["trial"],
+                          "condition": t["condition"], "class": t["class"], "cause": cause,
+                          **where})
+
+    summary = {}
+    for key, ts in sorted(conditions.items()):
+        n = len(ts)
+        count = collections.Counter(t["class"] for t in ts)
+        summary[key] = {
+            "trials": n,
+            "verified_saves": rate(count["verified_save"], n),
+            "wrong_target": rate(count["silent_wrong"] + count["flagged_wrong"], n),
+            "silent_wrong_saves": rate(count["silent_wrong"] + count["false_completion"], n),
+            "false_stops": rate(count["false_stop"], n),
+            "stops_on_lookalike": rate(count["stop_on_lookalike"], n),
+            "model_calls": sum(t["model_calls"] for t in ts),
+            "median_elapsed_s": sorted(t["elapsed_s"] for t in ts)[n // 2],
+        }
+
+    by_cause = collections.Counter(s["cause"] for s in stops if s["class"] == "false_stop")
+    ranked = [
+        {"cause": c, "false_stops": k, "fix": FIXES.get(c, ""),
+         "where": sorted({f"{s['app']}/{s['condition']}:{s['step_id']}" for s in stops
+                          if s["cause"] == c})}
+        for c, k in by_cause.most_common()
+    ]
+
+    # One frame per cause: the failing step's 'before' frame from a kept archive.
+    kept: dict[str, str] = {}
+    for s in stops:
+        if s["cause"] in kept or not s["step_id"]:
+            continue
+        campaign = next(c for c in args.campaigns if c.name == s["campaign"])
+        for archive in sorted(campaign.glob(f"{s['app']}_run_{s['condition']}*.zip")):
+            with zipfile.ZipFile(archive) as zf:
+                name = f"steps/{s['step_id']}_before.png"
+                if name in zf.namelist():
+                    dest = frames_dir / f"{s['cause']}_{s['app']}_{s['condition']}_{s['step_id']}.png"
+                    dest.write_bytes(zf.read(name))
+                    kept[s["cause"]] = dest.name
+                    break
+
+    result = {"schema": "openadapt.rdp-avc444-campaigns.v1", "conditions": summary,
+              "stops": stops, "ranked_causes": ranked, "cause_frames": kept}
+    (args.out / "results.json").write_text(json.dumps(result, indent=2))
+    print(json.dumps({"conditions": summary, "ranked_causes": ranked, "cause_frames": kept},
+                     indent=2))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/packages/flow/benchmark/rdp_avc_real/grounding_heldout.py b/packages/flow/benchmark/rdp_avc_real/grounding_heldout.py
new file mode 100644
index 0000000000..1f0ecc4a9a
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/grounding_heldout.py
@@ -0,0 +1,177 @@
+"""Held-out test of the local grounding rung (#1596) on real AVC444 frames.
+
+The rung's thresholds (``ACCEPT_SCORE``, ``LOOKALIKE_MARGIN``) were set on a
+synthetic Chromium fixture (``benchmark/pixel_grounding``). This script
+applies it, unchanged, to frames captured from a real H.264/AVC444 RDP
+session: for every click step of each campaign's compiled bundle, and every
+condition whose run frames were kept, it shows the model the replay's
+``before`` frame and the recorded crop, and records what the resolver's rule
+makes of the look-alikes (``_model_grounded``), the look-alike count, the
+true and best-other scores, the query time, and the template matcher on the
+same crop for comparison.
+
+Ground truth is the place the target really was on that frame:
+
+- for a frame from a trial whose save the system of record confirmed, the
+  point that trial's replay clicked (its report's resolution);
+- otherwise the recorded click point, when the condition leaves the layout
+  unchanged (healthy, 16-bit colour, Patient Notes reorder), shifted to the
+  right row for the Patient Notes look-alike rows (decoy, siblings);
+- otherwise no truth: the row is reported as ``truth: null`` and not scored.
+
+A point is on target within ``TOL_X`` x ``TOL_Y`` pixels of the truth.
+
+    python grounding_heldout.py <campaign out dir> [...] --output results_grounding_heldout.json
+"""
+
+from __future__ import annotations
+
+import argparse
+import io
+import json
+import platform
+import statistics
+import sys
+import tempfile
+import time
+import zipfile
+from datetime import datetime, timezone
+from pathlib import Path
+
+TOL_X, TOL_Y = 24, 12
+PN_ROW_PITCH = 44
+# Rows above Neil Sorenson after searching "Neil", per pn_db.py's ordering.
+PN_ROWS_ABOVE = {"decoy": 1, "siblings": 1}
+LAYOUT_SAME = {"healthy", "bpp16", "reorder", "decoy", "siblings"}
+REPEATS = 3
+
+
+def _load_bundle(campaign: Path, app: str, tmp: Path):
+    from openadapt_flow.ir import Workflow
+
+    dest = tmp / f"{campaign.name}_bundle"
+    with zipfile.ZipFile(campaign / f"{app}_bundle.zip") as zf:
+        zf.extractall(dest)
+    return Workflow.load(dest), dest
+
+
+def _verified_points(campaign: Path, trials: list[dict], condition: str) -> dict:
+    """step_id -> clicked point, from the condition's first trial if verified."""
+    first = next((i for i, t in enumerate(trials) if t["condition"] == condition), None)
+    if first is None or trials[first]["class"] != "verified_save":
+        return {}
+    return {s["step_id"]: tuple(s["point"]) for s in trials[first]["steps"] if s["point"]}
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("campaigns", nargs="+", type=Path)
+    parser.add_argument("--output", type=Path, required=True)
+    args = parser.parse_args()
+
+    from openadapt_flow import vision
+    from openadapt_flow.runtime.local_grounder import ACCEPT_SCORE, LOOKALIKE_MARGIN, LocalGroundingModel
+    from openadapt_flow.runtime.resolver import TEMPLATE_THRESHOLD, _model_grounded, _scaled_click_point
+    from openadapt_flow.vision.ocr import OcrResolutionRefused
+
+    model = LocalGroundingModel.load()
+    rows: list[dict] = []
+    with tempfile.TemporaryDirectory() as tmpdir:
+        tmp = Path(tmpdir)
+        for campaign in args.campaigns:
+            trials = json.loads((campaign / "trials.json").read_text())
+            app = "pn" if (campaign / "pn_bundle.zip").exists() else "emr"
+            workflow, bundle_dir = _load_bundle(campaign, app, tmp)
+            clicks = {s.id: s for s in workflow.steps if s.anchor is not None}
+            for run_zip in sorted(campaign.glob(f"{app}_run_*.zip")):
+                condition = run_zip.stem.split("_run_", 1)[1]
+                verified = _verified_points(campaign, trials, condition)
+                with zipfile.ZipFile(run_zip) as zf:
+                    names = set(zf.namelist())
+                    for step_id, step in clicks.items():
+                        name = f"steps/{step_id}_before.png"
+                        if name not in names:
+                            continue
+                        png = zf.read(name)
+                        anchor = step.anchor
+                        if step_id in verified:
+                            truth, source = verified[step_id], "verified_trial"
+                        elif condition in LAYOUT_SAME:
+                            x, y = anchor.click_point
+                            if app == "pn" and abs(y - 145) <= 6:
+                                y += PN_ROW_PITCH * PN_ROWS_ABOVE.get(condition, 0)
+                            truth, source = (x, y), "recorded_layout"
+                        else:
+                            truth, source = None, None
+                        template = (bundle_dir / anchor.template).read_bytes()
+
+                        def on_target(pt, truth=truth):
+                            return (truth is not None and abs(pt[0] - truth[0]) <= TOL_X
+                                    and abs(pt[1] - truth[1]) <= TOL_Y)
+
+                        timings, found = [], []
+                        for _ in range(REPEATS):
+                            model._template_cache.clear()
+                            started = time.monotonic()
+                            found = model.locate_anchor(png, template)
+                            timings.append((time.monotonic() - started) * 1000.0)
+                        try:
+                            grounded = _model_grounded(anchor, png, vision, model.locate_anchor, template)
+                            if grounded is None:
+                                rung = "abstain"
+                            elif truth is None:
+                                rung = "picked_unscored"
+                            else:
+                                rung = "target" if on_target(grounded[0]) else "wrong_target"
+                        except OcrResolutionRefused as exc:
+                            rung = "halt:" + type(exc).__name__
+                        scored = model.candidates(png, template)
+                        point_of = lambda c, a=anchor: _scaled_click_point(a, tuple(c.region))  # noqa: E731
+                        true_scores = [c.score for c in scored if on_target(point_of(c))]
+                        other_scores = [c.score for c in scored if not on_target(point_of(c))]
+                        started = time.monotonic()
+                        tmatch = vision.find_template(png, template, threshold=TEMPLATE_THRESHOLD)
+                        template_ms = (time.monotonic() - started) * 1000.0
+                        tpoint = _scaled_click_point(anchor, tuple(tmatch.region)) if tmatch else None
+                        rows.append({
+                            "app": app, "campaign": campaign.name, "condition": condition,
+                            "step_id": step_id, "text_label": anchor.ocr_text,
+                            "truth": list(truth) if truth else None, "truth_source": source,
+                            "rung_outcome": rung, "lookalikes": len(found),
+                            "true_found": any(on_target(point_of(c)) for c in found),
+                            "true_score": round(max(true_scores), 3) if true_scores else None,
+                            "best_other_score": round(max(other_scores), 3) if other_scores else None,
+                            "ms": round(statistics.median(timings), 1),
+                            "template_found": bool(tpoint and on_target(tpoint)),
+                            "template_wrong": bool(tpoint and truth and not on_target(tpoint)),
+                            "template_ms": round(template_ms, 1),
+                        })
+                        print(json.dumps(rows[-1]), flush=True)
+
+    scored = [r for r in rows if r["truth"] is not None]
+    summary = {
+        "frames_steps": len(rows), "scored": len(scored),
+        "rung_outcomes": {k: sum(1 for r in scored if r["rung_outcome"] == k)
+                          for k in sorted({r["rung_outcome"] for r in scored})},
+        "wrong_target": sum(1 for r in scored if r["rung_outcome"] == "wrong_target"),
+        "abstain": sum(1 for r in scored if r["rung_outcome"] == "abstain"),
+        "abstain_text_label": sum(1 for r in scored if r["rung_outcome"] == "abstain" and r["text_label"]),
+        "template_found": sum(1 for r in scored if r["template_found"]),
+        "template_wrong": sum(1 for r in scored if r["template_wrong"]),
+        "median_ms": round(statistics.median(r["ms"] for r in rows), 1) if rows else None,
+        "max_ms": max((r["ms"] for r in rows), default=None),
+    }
+    args.output.write_text(json.dumps({
+        "schema": "openadapt.rdp-avc444-grounding-heldout.v1",
+        "generated_at": datetime.now(timezone.utc).isoformat(timespec="seconds"),
+        "host": {"machine": platform.machine(), "system": platform.system(), "python": sys.version.split()[0]},
+        "thresholds": {"accept_score": ACCEPT_SCORE, "lookalike_margin": LOOKALIKE_MARGIN,
+                       "template_threshold": TEMPLATE_THRESHOLD, "tolerance_px": [TOL_X, TOL_Y]},
+        "summary": summary, "rows": rows,
+    }, indent=2))
+    print(json.dumps(summary, indent=2))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/packages/flow/benchmark/rdp_avc_real/harness.py b/packages/flow/benchmark/rdp_avc_real/harness.py
index f2eaf6ca33..19c2aea187 100644
--- a/packages/flow/benchmark/rdp_avc_real/harness.py
+++ b/packages/flow/benchmark/rdp_avc_real/harness.py
@@ -28,6 +28,8 @@
 APPS = {
     "emr": {"target": "10.30.1.7"},
     "pn": {"target": "vm-rdhost"},
+    # The read-back session: its own RDP logon (pnreader), own mstsc window.
+    "pnread": {"target": "vm-rdhost.x3hkkcl3scte1kfhx4qhkg0tta.bx.internal.cloudapp.net"},
 }
 DESKTOP = (1280, 800)
 
@@ -256,6 +258,38 @@ def zip_dir(src: Path, dest: Path) -> None:
                 zf.write(f, f.relative_to(src))
 
 
+def record_check_config(spec: dict):
+    """The merged record check (verify-run): effect contract plus whole-read frame."""
+    from openadapt_flow.verify_run import parse_verify_config
+
+    return parse_verify_config(spec["verify"], source=f"{spec['name']} verify")
+
+
+def record_check(cfg, params: dict, run_dir: Path, report_path: Path, baseline: Path) -> dict:
+    """Judge the trial's write from the system of record, as verify-run does."""
+    from openadapt_flow.verify_run import verify_run
+
+    run_record = {"executor_kind": "flow_replay"}
+    if report_path.exists():
+        run_record["report_sha256"] = hashlib.sha256(report_path.read_bytes()).hexdigest()
+    try:
+        result = verify_run(
+            cfg, params=params, run_record=run_record,
+            authorization_ref=f"lab-{run_dir.name}",
+            baseline_path=baseline if baseline.exists() else None,
+            private_dir=run_dir / "record_check",
+        )
+    except Exception as exc:  # noqa: BLE001 -- a refused check is reported, not hidden
+        return {"effect_verdict": None, "outcome": "refused", "error": repr(exc)}
+    receipt = result["receipt"]
+    return {
+        "effect_verdict": receipt.get("effect_verdict"),
+        "outcome": receipt.get("outcome"),
+        "verification_tier": receipt.get("verification_tier"),
+        "checked_how": receipt.get("checked_how"),
+    }
+
+
 def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
     """Record once, compile, then replay every condition; judge from the record.
 
@@ -277,6 +311,7 @@ def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
     record_s = time.monotonic() - t0
     zip_dir(work / "bundle", out / f"{app}_bundle.zip")
 
+    check_cfg = record_check_config(spec) if job.get("record_check") else None
     trials = []
     session = (32, DESKTOP)
     for cond in job["conditions"]:
@@ -293,11 +328,17 @@ def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
             token = f"Oa{job['id'][-4:]}{len(trials):03d}{name[:4]}".replace("-", "")
             run_dir = work / f"run_{len(trials):03d}_{name}"
             first = backend_for(app).screenshot()
+            params = spec["params"](token)
+            baseline = work / f"baseline_{len(trials):03d}.json"
+            if check_cfg is not None:
+                from openadapt_flow.verify_run import capture_baseline
+
+                capture_baseline(check_cfg, params, baseline)
             t = time.monotonic()
             error, extra = None, {}
             try:
                 report = Replayer(backend_for(app), poll_interval_s=0.3).run(
-                    workflow, params=spec["params"](token), bundle_dir=work / "bundle",
+                    workflow, params=params, bundle_dir=work / "bundle",
                     run_dir=run_dir,
                 )
                 success, model_calls = bool(report.success), report.model_calls
@@ -315,6 +356,10 @@ def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
                 error = repr(exc)
             elapsed = time.monotonic() - t
             db_outcome, detail = spec["judge"](token)
+            if check_cfg is not None:
+                detail["record_check"] = record_check(
+                    check_cfg, params, run_dir, run_dir / "report.json", baseline
+                )
             must_save = name in spec["must_save"]
             frames = sorted(run_dir.rglob("*.png"))
             trial = {
@@ -334,6 +379,10 @@ def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
             if i == 0:
                 trial["first_frame"] = save_frame(first, out, f"{app}_{name}_first")
                 zip_dir(run_dir, out / f"{app}_run_{name}.zip")
+            elif trial["class"] != "verified_save" and not any(
+                t["condition"] == name and t["class"] == trial["class"] for t in trials
+            ):
+                zip_dir(run_dir, out / f"{app}_run_{name}_{trial['class']}.zip")
             trials.append(trial)
             (out / "trials.json").write_text(json.dumps(trials, indent=2), encoding="utf-8")
     return {"app": app, "record_s": round(record_s, 2), "trials": trials}
@@ -355,6 +404,14 @@ def judge(token: str):
         "params": lambda token: {"note": token},
         "judge": judge,
         "must_save": PN_MUST_SAVE,
+        "verify": {
+            "environment_id": "rdp-avc444-lab-patient-notes",
+            "verifier": {"kind": "rest", "base_url": PN_ORACLE, "records_path": "/all",
+                         "records_key": None},
+            "effects": [{"kind": "field_equals", "match": {"first": {"literal": "Neil"},
+                                                       "last": {"literal": "Sorenson"}},
+                         "field": "note", "value": {"param": "note"}}],
+        },
     })
 
 
@@ -435,7 +492,13 @@ def emr_judge(token: str):
 
 
 def emr_campaign(job: dict, out: Path) -> dict:
+    prefix = "Oa" + job["id"][-4:].replace("-", "")
+
     def reset(_drift: str) -> None:
+        # Each trial starts from a record with none of this job's patients:
+        # an earlier trial's patient would raise OpenEMR's duplicate warning.
+        oracle(EMR_ORACLE, f"/cleanup?prefix={prefix}")
+        oracle(EMR_ORACLE, "/cleanup?prefix=Recorded")
         oracle(PN_ORACLE, "/edge_restart")
         time.sleep(4)
 
@@ -448,12 +511,109 @@ def reset(_drift: str) -> None:
                                      "first_name": token},
             "judge": emr_judge,
             "must_save": EMR_MUST_SAVE,
+            "verify": {
+                "environment_id": "rdp-avc444-lab-openemr",
+                "verifier": {"kind": "rest", "base_url": EMR_ORACLE, "records_path": "/all",
+                             "records_key": None},
+                "effects": [
+                    {"kind": "record_written", "match": {"fname": {"param": "first_name"}}},
+                    {"kind": "field_equals", "match": {"fname": {"param": "first_name"}},
+                     "field": "lname", "value": {"literal": EMR_LAST}},
+                    {"kind": "field_equals", "match": {"fname": {"param": "first_name"}},
+                     "field": "DOB", "value": {"literal": EMR_DOB}},
+                    {"kind": "field_equals", "match": {"fname": {"param": "first_name"}},
+                     "field": "sex", "value": {"literal": "Female"}},
+                ],
+                "frame": {"identity_field": "pid"},
+            },
         })
     finally:
         oracle(EMR_ORACLE, "/cleanup?prefix=Oa" + job["id"][-4:].replace("-", ""))
         oracle(EMR_ORACLE, "/cleanup?prefix=Recorded")
 
 
+# --- Separate-session read-back (desktop_readback) --------------------------------
+
+PN_READBACK_SPEC = {
+    "session": {"kind": "rdp", "rdp_window": "mstsc",
+                "rdp_window_title": window_title("pnread")},
+    "search": {"box": {"region": [20, 43, 480, 24]}, "query": {"literal": "Neil"},
+               "submit": {"text": "Search"}},
+    "open": {"results": {"region": [20, 125, 590, 175]}},
+    "ready": {"text": "Clinical note:"},
+    "identity": {"reader": {"text": "Patient:", "at": "right"},
+                 "value": {"literal": "Neil Sorenson"}, "field": "patient"},
+    "fields": {"note": {"control": {"text": "Clinical note:", "at": "below"}}},
+    "navigation_timeout_s": 20.0,
+    "settle_s": 1.0,
+}
+
+
+def pn_readback(job: dict, out: Path) -> dict:
+    """Score the read-back verifier against notes written straight to the record.
+
+    Each case writes ``stored`` to Neil Sorenson's note, then asks the
+    verifier whether the note equals ``expected``. Truth: CONFIRMED when they
+    match, REFUTED when they do not; INDETERMINATE is a stop, never a pass.
+    """
+    sys.path.insert(0, str(Path(__file__).resolve().parent))
+    from runner import store_credentials
+
+    from openadapt_flow.runtime.effects.desktop_readback import (
+        DesktopReadbackSpec,
+        DesktopSessionFacts,
+    )
+    from openadapt_flow.runtime.effects.desktop_readback_sessions import (
+        BackendSessionDriver,
+        build_desktop_readback_verifier,
+    )
+    from openadapt_flow.runtime.effects.effect import Effect, EffectKind, ValueExpr
+
+    store_credentials()
+    spec = DesktopReadbackSpec.model_validate(PN_READBACK_SPEC)
+
+    def open_backend(_user: str, _password: str):
+        open_session("pnread")
+        wait_steady("pnread")
+        facts = DesktopSessionFacts(own_session=True, fresh_session=False,
+                                    signed_in=False, path="ocr")
+        return backend_for("pnread"), facts
+
+    driver = BackendSessionDriver(open_backend, settle_s=spec.settle_s)
+    verifier = build_desktop_readback_verifier(spec, {}, driver=driver, timeout_s=0.0)
+    oracle(PN_ORACLE, "/reset?drift=none")
+    cases = []
+    for i in range(job["n"]):
+        stored = f"Rb{i:03d}note"
+        match = i % 2 == 0
+        expected = stored if match else f"Rb{i:03d}other"
+        oracle(PN_ORACLE, f"/set_note?id={PN_TARGET_ID}&note={stored}")
+        effect = Effect(
+            kind=EffectKind.FIELD_EQUALS,
+            match={"patient": ValueExpr(literal="Neil Sorenson")},
+            field="note", value=ValueExpr(literal=expected), timeout_s=0.0,
+        )
+        t = time.monotonic()
+        before = verifier.capture_pre_state()
+        verdict = verifier.verify(effect, before)
+        elapsed = time.monotonic() - t
+        got = getattr(verdict.verdict, "value", str(verdict.verdict))
+        truth = "confirmed" if match else "refuted"
+        cases.append({
+            "case": i + 1, "stored": stored, "expected": expected, "truth": truth,
+            "verdict": got, "correct": got.lower() == truth,
+            "false_confirm": (not match) and got.lower() == "confirmed",
+            "reason": verdict.reason, "assurance": verdict.assurance,
+            "elapsed_s": round(elapsed, 2),
+        })
+        if i < 2:
+            save_frame(backend_for("pnread").screenshot(), out, f"pnread_case{i + 1}")
+        (out / "readback.json").write_text(json.dumps(cases, indent=2), encoding="utf-8")
+    from openadapt_flow.verification import verifier_effect_tier
+
+    return {"tier": str(verifier_effect_tier(verifier)), "cases": cases}
+
+
 def drive(job: dict, out: Path) -> dict:
     """Exploration: run a list of actions through the backend, frame after each.
 
@@ -491,7 +651,7 @@ def main(job_path: str, out_dir: str) -> int:
     if job.get("fresh"):
         close_sessions()
         time.sleep(3)
-    kinds = {"probe": probe, "diagnose": diagnose, "pn_campaign": pn_campaign, "emr_campaign": emr_campaign, "drive": drive}
+    kinds = {"probe": probe, "diagnose": diagnose, "pn_campaign": pn_campaign, "emr_campaign": emr_campaign, "pn_readback": pn_readback, "drive": drive}
     try:
         result = kinds[job["kind"]](job, out)
         (out / "result.json").write_text(json.dumps(result, indent=2), encoding="utf-8")
diff --git a/packages/flow/benchmark/rdp_avc_real/oracle_service.py b/packages/flow/benchmark/rdp_avc_real/oracle_service.py
index b27c5049bc..1b31b3d196 100644
--- a/packages/flow/benchmark/rdp_avc_real/oracle_service.py
+++ b/packages/flow/benchmark/rdp_avc_real/oracle_service.py
@@ -65,6 +65,18 @@ def edge_restart() -> dict:
     return {"restarted": True}
 
 
+def pn_set_note(pid: str, note: str) -> dict:
+    """Write a note straight into the record: read-back ground truth."""
+    import base64
+
+    if not pid.isdigit() or not TOKEN_RE.match(note):
+        raise ValueError("bad note")
+    b64 = base64.b64encode(note.encode()).decode()
+    out = subprocess.run([PY, PN_DB, "save", pid, b64], check=True,
+                         capture_output=True, text=True).stdout
+    return json.loads(out)
+
+
 def pn_all() -> list:
     out = subprocess.run([PY, PN_DB, "all"], check=True, capture_output=True, text=True).stdout
     return json.loads(out)
@@ -88,6 +100,11 @@ def emr_patients(token: str) -> list[dict]:
     )
 
 
+def emr_all() -> list[dict]:
+    """Every patient row: the record check's whole read set."""
+    return emr_query("SELECT pid, fname, lname, DOB, sex FROM patient_data ORDER BY pid")
+
+
 def emr_cleanup(prefix: str) -> dict:
     if not TOKEN_RE.match(prefix) or len(prefix) < 4:
         raise ValueError("bad prefix")
@@ -116,7 +133,9 @@ def _route(self) -> object:
             ("pn", "/reset"): lambda: pn_reset(q.get("drift", "none")),
             ("pn", "/all"): pn_all,
             ("pn", "/edge_restart"): edge_restart,
+            ("pn", "/set_note"): lambda: pn_set_note(q["id"], q["note"]),
             ("emr", "/patients"): lambda: emr_patients(q["token"]),
+            ("emr", "/all"): emr_all,
             ("emr", "/cleanup"): lambda: emr_cleanup(q["prefix"]),
         }
         return routes[(self.mode, url.path)]()
diff --git a/packages/flow/benchmark/rdp_avc_real/runner.py b/packages/flow/benchmark/rdp_avc_real/runner.py
index d80d527757..2457fe608a 100644
--- a/packages/flow/benchmark/rdp_avc_real/runner.py
+++ b/packages/flow/benchmark/rdp_avc_real/runner.py
@@ -28,9 +28,16 @@
 CREDS = ROOT / "secret" / "creds.json"
 HERE = Path(__file__).resolve().parent
 
-# Two cmdkey targets so the two session users never share a credential:
-# OpenEMR sessions connect by IP, Patient Notes sessions by host name.
-TARGETS = {"emr": ("10.30.1.7", "emruser"), "pn": ("vm-rdhost", "pnuser")}
+# One cmdkey target per session user, so no two users share a credential:
+# OpenEMR sessions connect by IP, Patient Notes by host name, the read-back
+# session by the fully qualified host name.
+READER_TARGET = "vm-rdhost.x3hkkcl3scte1kfhx4qhkg0tta.bx.internal.cloudapp.net"
+TARGETS = {
+    "emr": ("10.30.1.7", "emruser"),
+    "pn": ("vm-rdhost", "pnuser"),
+    # Read-back: its own logon, under the host's fully qualified name.
+    "pnread": (READER_TARGET, "pnreader"),
+}
 
 
 def _set_resolution(width: int = 1920, height: int = 1080) -> None:
@@ -74,15 +81,13 @@ class DEVMODE(ctypes.Structure):
     ctypes.windll.user32.ChangeDisplaySettingsW(ctypes.byref(dm), 0)
 
 
-def _prepare_client() -> None:
-    # Self-signed host certificate: connect without the warning dialog.
-    key = winreg.CreateKey(
-        winreg.HKEY_CURRENT_USER, r"Software\Microsoft\Terminal Server Client"
-    )
-    winreg.SetValueEx(key, "AuthenticationLevelOverride", 0, winreg.REG_DWORD, 0)
+def store_credentials() -> None:
+    """Store any session passwords left in the secret file, then delete it."""
     if CREDS.exists():
         creds = json.loads(CREDS.read_text(encoding="utf-8-sig"))
         for target, user in TARGETS.values():
+            if user not in creds:
+                continue
             subprocess.run(
                 ["cmdkey", f"/generic:TERMSRV/{target}", f"/user:vm-rdhost\\{user}",
                  f"/pass:{creds[user]}"],
@@ -91,6 +96,15 @@ def _prepare_client() -> None:
         CREDS.unlink()
 
 
+def _prepare_client() -> None:
+    # Self-signed host certificate: connect without the warning dialog.
+    key = winreg.CreateKey(
+        winreg.HKEY_CURRENT_USER, r"Software\Microsoft\Terminal Server Client"
+    )
+    winreg.SetValueEx(key, "AuthenticationLevelOverride", 0, winreg.REG_DWORD, 0)
+    store_credentials()
+
+
 def main() -> int:
     JOBS.mkdir(parents=True, exist_ok=True)
     RESULTS.mkdir(parents=True, exist_ok=True)
diff --git a/packages/flow/scripts/rdp_avc_lab/reader_setup.ps1 b/packages/flow/scripts/rdp_avc_lab/reader_setup.ps1
new file mode 100644
index 0000000000..d7d02aafce
--- /dev/null
+++ b/packages/flow/scripts/rdp_avc_lab/reader_setup.ps1
@@ -0,0 +1,15 @@
+# Run ON vm-rdhost through run_ps.sh (SECRETS="Password=rdlab-pnreader").
+# Creates pnreader, the read-back session's own logon. Its logon opens Patient
+# Notes like pnuser's, but C:\oa grants it read only (pnuser alone may modify),
+# so the read-back session cannot change the record even by mistake.
+param([Parameter(Mandatory=$true)][string]$Password)
+$ErrorActionPreference = "Stop"
+$sec = ConvertTo-SecureString $Password -AsPlainText -Force
+if (Get-LocalUser -Name pnreader -ErrorAction SilentlyContinue) { Set-LocalUser -Name pnreader -Password $sec -PasswordNeverExpires $true }
+else { New-LocalUser -Name pnreader -Password $sec -PasswordNeverExpires -AccountNeverExpires | Out-Null }
+Add-LocalGroupMember -Group "Remote Desktop Users" -Member pnreader -ErrorAction SilentlyContinue
+$py = "C:\Program Files\Python312\python.exe"
+$a = New-ScheduledTaskAction -Execute "powershell.exe" -Argument "-STA -WindowStyle Hidden -ExecutionPolicy Bypass -File C:\oa\patient_notes.ps1 -Python `"$py`""
+$p = New-ScheduledTaskPrincipal -UserId pnreader -LogonType Interactive -RunLevel Limited
+Register-ScheduledTask -TaskName oa-app-pnreader -Action $a -Trigger (New-ScheduledTaskTrigger -AtLogOn -User pnreader) -Principal $p -Force | Out-Null
+"pnreader ready"

From 340501d51a8b29a2bc6c5ccffe634186ef4e74d5 Mon Sep 17 00:00:00 2001
From: abrichr <richard.abrich@mldsai.com>
Date: Thu, 29 Oct 2026 00:35:54 -0400
Subject: [PATCH 6/8] benchmark: real H.264/AVC444 RDP results, ranked stop
 causes, record check and held-out grounding

---
 CAPABILITIES.md                               |    4 +-
 llms-full.txt                                 |    7 +-
 .../flow/benchmark/rdp_avc_real/README.md     |  217 +
 .../flow/benchmark/rdp_avc_real/analyze.py    |  113 +-
 .../rdp_avc_real/grounding_heldout.py         |  155 +-
 .../flow/benchmark/rdp_avc_real/harness.py    |  332 +-
 .../benchmark/rdp_avc_real/oracle_service.py  |  106 +-
 .../campaigns/emr-run-1/reports.tar.gz        |  Bin 0 -> 118815 bytes
 .../results/campaigns/emr-run-1/trials.json   | 6374 +++++++++++++++++
 .../campaigns/emr-run-2/reports.tar.gz        |  Bin 0 -> 103244 bytes
 .../results/campaigns/emr-run-2/trials.json   | 5387 ++++++++++++++
 .../campaigns/emr-run-3/reports.tar.gz        |  Bin 0 -> 103057 bytes
 .../results/campaigns/emr-run-3/trials.json   | 5136 +++++++++++++
 .../campaigns/pn-readback-1/readback.json     |  122 +
 .../campaigns/pn-readback-1/result.json       |  125 +
 .../results/campaigns/pn-run-1/reports.tar.gz |  Bin 0 -> 111855 bytes
 .../results/campaigns/pn-run-1/trials.json    | 5096 +++++++++++++
 .../results/campaigns/pn-run-3/reports.tar.gz |  Bin 0 -> 111765 bytes
 .../results/campaigns/pn-run-3/trials.json    | 5431 ++++++++++++++
 .../rdp_avc_real/results/environment.json     |   40 +
 ...ambiguity_refusal_pn_siblings_step_003.png |  Bin 0 -> 65331 bytes
 .../results/frames/emr_session_avc444.png     |  Bin 0 -> 97447 bytes
 ...over_reresolve_pn_desktop1440_step_006.png |  Bin 0 -> 67532 bytes
 ...identity_precheck_emr_healthy_step_011.png |  Bin 0 -> 176666 bytes
 ...layout_reflow_emr_desktop1440_step_000.png |  Bin 0 -> 95719 bytes
 .../results/frames/pn_session_avc444.png      |  Bin 0 -> 73821 bytes
 .../frames/state_check_pn_decoy_step_002.png  |  Bin 0 -> 73911 bytes
 .../timing_codec_emr_healthy_step_014.png     |  Bin 0 -> 201792 bytes
 .../rdp_avc_real/results/results.json         |  965 +++
 .../results/results_grounding_heldout.json    | 1912 +++++
 .../flow/benchmark/rdp_avc_real/runner.py     |   14 +-
 packages/flow/docs/LIMITS.md                  |    3 +-
 .../flow/scripts/rdp_avc_lab/reader_creds.ps1 |   11 +
 packages/flow/tests/test_bundle_encoding.py   |    9 +-
 34 files changed, 31365 insertions(+), 194 deletions(-)
 create mode 100644 packages/flow/benchmark/rdp_avc_real/README.md
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-1/reports.tar.gz
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-1/trials.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-2/reports.tar.gz
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-2/trials.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-3/reports.tar.gz
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-3/trials.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-1/readback.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-1/result.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-1/reports.tar.gz
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-1/trials.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-3/reports.tar.gz
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-3/trials.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/environment.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/ambiguity_refusal_pn_siblings_step_003.png
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/emr_session_avc444.png
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/hover_reresolve_pn_desktop1440_step_006.png
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/identity_precheck_emr_healthy_step_011.png
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/layout_reflow_emr_desktop1440_step_000.png
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/pn_session_avc444.png
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/state_check_pn_decoy_step_002.png
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/timing_codec_emr_healthy_step_014.png
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/results.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/results_grounding_heldout.json
 create mode 100644 packages/flow/scripts/rdp_avc_lab/reader_creds.ps1

diff --git a/CAPABILITIES.md b/CAPABILITIES.md
index d1a437518f..3f93444acc 100644
--- a/CAPABILITIES.md
+++ b/CAPABILITIES.md
@@ -194,7 +194,7 @@ improvising or retrying when something is off.
 | Web (Playwright, Chromium) | Released | Real app, every CI build | [SURFACES.md](packages/flow/docs/SURFACES.md) |
 | Native Windows (UI Automation) | Released | Synthetic (WinForms, 3 of 3 trials) | [SURFACES.md](packages/flow/docs/SURFACES.md) |
 | Native macOS (Accessibility) | Released | Synthetic (TextEdit, 3 of 3 trials) | [SURFACES.md](packages/flow/docs/SURFACES.md) |
-| RDP (pixels; Aardwolf or headless FreeRDP with a session pool) | Released | Real Windows 11 host, 3 of 3, plus a FreeRDP batch | [SURFACES.md](packages/flow/docs/SURFACES.md), `backends/xfreerdp.py` |
+| RDP (pixels; Aardwolf or headless FreeRDP with a session pool) | Released | Real Windows 11 host, 3 of 3, plus a FreeRDP batch; through the stock Remote Desktop client on a real H.264/AVC444 session, 105 runs on two apps: 55 saves confirmed in the database, 0 wrong-record saves, 40 false stops ranked by cause | [SURFACES.md](packages/flow/docs/SURFACES.md), `backends/xfreerdp.py`, [benchmark/rdp_avc_real](packages/flow/benchmark/rdp_avc_real/README.md) |
 | Citrix and other virtual desktops, with OpenAdapt installed inside the session (`in_session`): the same structure-first path as a local desktop | Released | Same evidence as the Windows path | [SURFACES.md](packages/flow/docs/SURFACES.md) |
 | Citrix from outside the session, pixels only (`remote_display`), the fallback when nothing can be installed inside | Exploratory | A Citrix stand-in with no DOM: 3 healthy runs, 3 stops on drift | [LIMITS.md](packages/flow/docs/LIMITS.md) |
 | Chain programs across surfaces, passing confirmed values | Released | Synthetic | `openadapt-flow compose`, `process`; [PROCESS_CONTRACT.md](packages/flow/docs/PROCESS_CONTRACT.md) |
@@ -239,7 +239,7 @@ improvising or retrying when something is off.
 | A scroll that never finds the next click's target halts on that click, so self-repair can take a relabelled control behind a scroll; the refusal for unreviewed-risk steps names them | On main ([#1337](https://github.com/OpenAdaptAI/OpenAdapt/pull/1337)) | Synthetic; openIMIS drift row checked offline on its recorded frames | `runtime/replayer.py`, `qualify set-risk` |
 | Self-repair across several new steps: a bridge of up to three actions for a new required dialog or a control moved into a menu, each new step armed with a record check and probed up to the save, one person approving | On main ([#1325](https://github.com/OpenAdaptAI/OpenAdapt/pull/1325)) | Synthetic (MockMed menu and provider drifts, scripted agent; [benchmark/auto_repair](packages/flow/benchmark/auto_repair/README.md)) | `run --self-repair`, [SELF_REPAIR.md](packages/flow/docs/SELF_REPAIR.md) |
 | Keep pixel-path runs working across display scaling and font smoothing changes | On main ([#1286](https://github.com/OpenAdaptAI/OpenAdapt/pull/1286)) | Synthetic (in-process RDP and canvas renderings: 17 of 24 healthy runs across 100–175%, up from 3; 0 wrong saves) | [benchmark/pixel_scale](packages/flow/benchmark/pixel_scale/README.md) |
-| Find icons again on Citrix, RDP and VNC after a display-scale, zoom, font, theme or codec change, with a local model that counts look-alikes and stops on a tie (`--local-grounding`, off by default) | On main ([#1596](https://github.com/OpenAdaptAI/OpenAdapt/pull/1596)) | Synthetic (Chromium-drawn clinic screen, pixels only: icons found under 21 of 26 conditions, template matching 8; 0 wrong targets in 65; whole runs unchanged, 4 of 39 in both arms, because the layout, identity and census checks stop first) | [benchmark/pixel_grounding](packages/flow/benchmark/pixel_grounding/README.md), `runtime/local_grounder.py` |
+| Find icons again on Citrix, RDP and VNC after a display-scale, zoom, font, theme or codec change, with a local model that counts look-alikes and stops on a tie (`--local-grounding`, off by default) | On main ([#1596](https://github.com/OpenAdaptAI/OpenAdapt/pull/1596)) | Synthetic (Chromium-drawn clinic screen, pixels only: icons found under 21 of 26 conditions, template matching 8; 0 wrong targets in 65; whole runs unchanged, 4 of 39 in both arms, because the layout, identity and census checks stop first). Held out on real AVC444 RDP frames: 0 wrong picks, 6 right, 75 abstentions in 81 | [benchmark/pixel_grounding](packages/flow/benchmark/pixel_grounding/README.md), `runtime/local_grounder.py` |
 | Pre-approved repairs: a signed policy lists low-risk changes that apply without a person, a test-record run before each queue, and one approval for every item halted the same way | On main ([#1294](https://github.com/OpenAdaptAI/OpenAdapt/pull/1294)) | Synthetic | standard changes |
 | Repair a pinned bundle: the fix runs the pinned bundle's own qualification campaign on a test copy, keeps every write, effect, identity rule and record check, and is re-admitted with signed lineage (at most three repairs, no revoked key) that the pin verifies | On main | Synthetic | [SELF_REPAIR.md](packages/flow/docs/SELF_REPAIR.md#a-pinned-bundle-re-qualify-and-re-admit) |
 | Repair by default: once a repair agent is configured, every stop that wrote nothing goes to it without anyone starting it; a stop after a possible write goes to reconciliation; every stop is a row in a ledger with the funnel from stop to resumed item | On main ([#1360](https://github.com/OpenAdaptAI/OpenAdapt/pull/1360)) | Synthetic (MockMed, 22 drift modes, real Claude agent: 6 of 21 repairable stops resumed and verified, 0 wrong saves in 66 runs); routing over recorded OpenEMR stops; live openIMIS relabel: 3 of 3 reached repair and stopped with no wrong save; silent-saves 1.1.0 UI-change blocks: 18 of 28 items that always stopped now correct, 0 wrong | `run` (on by default, `--no-auto-repair`), `repair:` in `deploy.yaml`, [benchmark/auto_repair](packages/flow/benchmark/auto_repair/README.md) |
diff --git a/llms-full.txt b/llms-full.txt
index 07aba0ea88..33f547d4f3 100644
--- a/llms-full.txt
+++ b/llms-full.txt
@@ -591,7 +591,7 @@ improvising or retrying when something is off.
 | Web (Playwright, Chromium) | Released | Real app, every CI build | [SURFACES.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/SURFACES.md) |
 | Native Windows (UI Automation) | Released | Synthetic (WinForms, 3 of 3 trials) | [SURFACES.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/SURFACES.md) |
 | Native macOS (Accessibility) | Released | Synthetic (TextEdit, 3 of 3 trials) | [SURFACES.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/SURFACES.md) |
-| RDP (pixels; Aardwolf or headless FreeRDP with a session pool) | Released | Real Windows 11 host, 3 of 3, plus a FreeRDP batch | [SURFACES.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/SURFACES.md), `backends/xfreerdp.py` |
+| RDP (pixels; Aardwolf or headless FreeRDP with a session pool) | Released | Real Windows 11 host, 3 of 3, plus a FreeRDP batch; through the stock Remote Desktop client on a real H.264/AVC444 session, 105 runs on two apps: 55 saves confirmed in the database, 0 wrong-record saves, 40 false stops ranked by cause | [SURFACES.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/SURFACES.md), `backends/xfreerdp.py`, [benchmark/rdp_avc_real](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/benchmark/rdp_avc_real/README.md) |
 | Citrix and other virtual desktops, with OpenAdapt installed inside the session (`in_session`): the same structure-first path as a local desktop | Released | Same evidence as the Windows path | [SURFACES.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/SURFACES.md) |
 | Citrix from outside the session, pixels only (`remote_display`), the fallback when nothing can be installed inside | Exploratory | A Citrix stand-in with no DOM: 3 healthy runs, 3 stops on drift | [LIMITS.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/LIMITS.md) |
 | Chain programs across surfaces, passing confirmed values | Released | Synthetic | `openadapt-flow compose`, `process`; [PROCESS_CONTRACT.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/PROCESS_CONTRACT.md) |
@@ -636,7 +636,7 @@ improvising or retrying when something is off.
 | A scroll that never finds the next click's target halts on that click, so self-repair can take a relabelled control behind a scroll; the refusal for unreviewed-risk steps names them | On main ([#1337](https://github.com/OpenAdaptAI/OpenAdapt/pull/1337)) | Synthetic; openIMIS drift row checked offline on its recorded frames | `runtime/replayer.py`, `qualify set-risk` |
 | Self-repair across several new steps: a bridge of up to three actions for a new required dialog or a control moved into a menu, each new step armed with a record check and probed up to the save, one person approving | On main ([#1325](https://github.com/OpenAdaptAI/OpenAdapt/pull/1325)) | Synthetic (MockMed menu and provider drifts, scripted agent; [benchmark/auto_repair](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/benchmark/auto_repair/README.md)) | `run --self-repair`, [SELF_REPAIR.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/SELF_REPAIR.md) |
 | Keep pixel-path runs working across display scaling and font smoothing changes | On main ([#1286](https://github.com/OpenAdaptAI/OpenAdapt/pull/1286)) | Synthetic (in-process RDP and canvas renderings: 17 of 24 healthy runs across 100–175%, up from 3; 0 wrong saves) | [benchmark/pixel_scale](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/benchmark/pixel_scale/README.md) |
-| Find icons again on Citrix, RDP and VNC after a display-scale, zoom, font, theme or codec change, with a local model that counts look-alikes and stops on a tie (`--local-grounding`, off by default) | On main ([#1596](https://github.com/OpenAdaptAI/OpenAdapt/pull/1596)) | Synthetic (Chromium-drawn clinic screen, pixels only: icons found under 21 of 26 conditions, template matching 8; 0 wrong targets in 65; whole runs unchanged, 4 of 39 in both arms, because the layout, identity and census checks stop first) | [benchmark/pixel_grounding](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/benchmark/pixel_grounding/README.md), `runtime/local_grounder.py` |
+| Find icons again on Citrix, RDP and VNC after a display-scale, zoom, font, theme or codec change, with a local model that counts look-alikes and stops on a tie (`--local-grounding`, off by default) | On main ([#1596](https://github.com/OpenAdaptAI/OpenAdapt/pull/1596)) | Synthetic (Chromium-drawn clinic screen, pixels only: icons found under 21 of 26 conditions, template matching 8; 0 wrong targets in 65; whole runs unchanged, 4 of 39 in both arms, because the layout, identity and census checks stop first). Held out on real AVC444 RDP frames: 0 wrong picks, 6 right, 75 abstentions in 81 | [benchmark/pixel_grounding](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/benchmark/pixel_grounding/README.md), `runtime/local_grounder.py` |
 | Pre-approved repairs: a signed policy lists low-risk changes that apply without a person, a test-record run before each queue, and one approval for every item halted the same way | On main ([#1294](https://github.com/OpenAdaptAI/OpenAdapt/pull/1294)) | Synthetic | standard changes |
 | Repair a pinned bundle: the fix runs the pinned bundle's own qualification campaign on a test copy, keeps every write, effect, identity rule and record check, and is re-admitted with signed lineage (at most three repairs, no revoked key) that the pin verifies | On main | Synthetic | [SELF_REPAIR.md](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/SELF_REPAIR.md#a-pinned-bundle-re-qualify-and-re-admit) |
 | Repair by default: once a repair agent is configured, every stop that wrote nothing goes to it without anyone starting it; a stop after a possible write goes to reconciliation; every stop is a row in a ledger with the funnel from stop to resumed item | On main ([#1360](https://github.com/OpenAdaptAI/OpenAdapt/pull/1360)) | Synthetic (MockMed, 22 drift modes, real Claude agent: 6 of 21 repairable stops resumed and verified, 0 wrong saves in 66 runs); routing over recorded OpenEMR stops; live openIMIS relabel: 3 of 3 reached repair and stopped with no wrong save; silent-saves 1.1.0 UI-change blocks: 18 of 28 items that always stopped now correct, 0 wrong | `run` (on by default, `--no-auto-repair`), `repair:` in `deploy.yaml`, [benchmark/auto_repair](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/benchmark/auto_repair/README.md) |
@@ -1184,6 +1184,7 @@ Every published result used synthetic patients, claims and records.
 | OpenEMR 8.0.0.3, local test copies (open-source EHR; its 7.0 release is ONC-certified) | Referral entry by agent, screen program and API step; injected database faults; repair of a relabeled save button; duplicate check |
 | openIMIS, local test copy (open-source insurance and claims system) | Claim entry over a worklist; a relabeled Save sent to repair with no wrong save |
 | Windows 11 over RDP, real network | 3 of 3 effect-confirmed trials, plus a FreeRDP batch |
+| Windows Server 2022 over RDP with H.264/AVC444, stock Remote Desktop client | 105 runs on two apps: 55 database-confirmed saves, 0 wrong-record saves, 40 false stops ([benchmark/rdp_avc_real](https://github.com/OpenAdaptAI/OpenAdapt/blob/main/packages/flow/docs/../benchmark/rdp_avc_real/README.md)) |
 | Citrix stand-in, no DOM | 3 healthy runs and 3 drift stops through the Citrix backend |
 | WinForms, TextEdit, a GTK3 app | 3 of 3 effects on each native backend |
 | MockMed, MockLoan and fixtures (OpenAdapt's own test apps) | Fault suites, approvals, repair and the agent comparisons |
@@ -1204,7 +1205,7 @@ signed; the Python packages are published from the reviewed release workflow.
 | Windows UI Automation | **Counted task acceptance** | The native UIA backend completed 3/3 exact WinForms effects and 3/3 refusals for both stale and ambiguous targets. | Acceptance is bound to the tested workflow and Windows environment; each application retains its own identity, effect, and version qualification. |
 | Native macOS automation | **Counted task acceptance** | The AX/AppKit backend completed 3/3 exact TextEdit file effects and refused an ambiguous two-window target; structural record/locate/refuse behavior is covered separately. Known AX-only ` - Google Chrome` and ` - Google Chrome for Testing` window-title suffixes are accepted only for the corresponding exact CoreGraphics application owner; PID, unique-candidate, focused/main, and topmost-window checks remain mandatory. | Acceptance is bound to the tested host and application. Accessibility exposure and supported native actions vary by application. |
 | Native Linux automation | **Counted task acceptance plus required CI** | Required current-main CI exercises AT-SPI against GTK3 with 3 exact effects, 3 ambiguity refusals, and 3 stale-target refusals. | The built-in path is X11. Wayland needs an operator-approved portal session, and each application retains its own qualification. |
-| RDP automation | **Counted task acceptance plus required CI** | A real-network Aardwolf/Windows batch passed 3/3 with an independent guest-tools oracle; a separate real-FreeRDP batch covers record, compile, governed replay, and drift refusal. | The two records do not by themselves cover arbitrary applications, WAN conditions, display policy, or Citrix ICA/HDX. |
+| RDP automation | **Counted task acceptance plus required CI** | A real-network Aardwolf/Windows batch passed 3/3 with an independent guest-tools oracle; a separate real-FreeRDP batch covers record, compile, governed replay, and drift refusal. | The records do not cover arbitrary applications, WAN conditions, or Citrix ICA/HDX. A real AVC444 session (same virtual network, software encoding) stops on 12 of 20 healthy OpenEMR runs; the causes are ranked in benchmark/rdp_avc_real. |
 | Citrix / VDI pixel-window automation | **Required CI plus counted no-DOM stand-in** | The dedicated exact-Workspace-window backend, readiness gate, governed run, and durable resume passed 3 healthy effect-confirmed no-DOM trials plus 3 drift safe-halts. | The retained record explicitly has `ica_hdx_accepted=false`; live ICA/HDX acceptance stays bound to the exact deployment instead of being inferred from a stand-in or RDP. |
 | Managed browser execution | **Separate product target and workflow admissions** | The hosted lane admits attested browser bundles; production mode requires a configured real runner and refuses silent mock fallback. | It does not extend the supported claim to Windows, RDP, Citrix, PHI-bearing shared-cloud execution, an SLA, or a regulated certification. |
 | On-premises / customer-managed deployment | **Release and clean-machine evidence; site acceptance required** | Deployment configuration, local run gates, egress checks, and audit primitives are supplied. | OpenAdapt does not configure the customer's firewall, KMS, storage, identity provider, backups, retention, incident response, or legal compliance program. |
diff --git a/packages/flow/benchmark/rdp_avc_real/README.md b/packages/flow/benchmark/rdp_avc_real/README.md
new file mode 100644
index 0000000000..f6d16b4986
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/README.md
@@ -0,0 +1,217 @@
+# Screen-only runs over a real H.264/AVC444 remote desktop session
+
+OpenAdapt's pixel path (`RemoteDisplayBackend` with the Windows window
+client) drove two apps through the stock Windows Remote Desktop Connection
+client (`mstsc`), connected to a Windows Server 2022 host whose sessions are
+encoded with H.264/AVC444. Every save was judged from the app's own database,
+outside the session.
+
+It replaces a stand-in: the earlier Citrix and RDP evidence used a synthetic
+window or an RDP session without the AVC444 codec. It is not Citrix ICA/HDX
+and not Azure Virtual Desktop (see [What this does not prove](#what-this-does-not-prove)).
+
+## Results
+
+105 counted runs, from October 28 to 29, 2026. Every run made zero model calls.
+
+| App and condition | Runs | Saves confirmed in the database | Wrong record | Saved but not reported, or reported but not saved | False stops | Stops on a look-alike |
+|---|---:|---:|---:|---:|---:|---:|
+| Patient Notes, healthy | 20 | 20 | 0 | 0 | 0 | 0 |
+| Patient Notes, rows reordered | 10 | 10 | 0 | 0 | 0 | 0 |
+| Patient Notes, 16-bit colour | 10 | 10 | 0 | 0 | 0 | 0 |
+| Patient Notes, decoy patient above the target | 10 | 0 | 0 | 0 | 10 | 0 |
+| Patient Notes, near-identical sibling patient | 10 | 0 | 0 | 0 | 0 | 10 |
+| Patient Notes, 1440×900 session | 10 | 0 | 0 | 0 | 10 | 0 |
+| OpenEMR new patient, healthy | 20 | 8 | 0 | 0 | 12 | 0 |
+| OpenEMR new patient, 16-bit colour | 10 | 7 | 0 | 0 | 3 | 0 |
+| OpenEMR new patient, 1440×900 session | 5 | 0 | 0 | 0 | 5 | 0 |
+| **All** | **105** | **55** | **0** | **0** | **40** | **10** |
+
+Zero wrong-record saves in 105 runs bounds the rate at 3.5 per 100 (95%
+Wilson upper bound). Per-condition rates with 95% intervals are in
+[`results/results.json`](results/results.json).
+
+A healthy Patient Notes run took a median of 18 s; an OpenEMR run, which
+signs in and fills a 12-field form, took a median of 82 s (90 s at 16-bit).
+
+The stops are the finding. The product stopped instead of guessing every
+time the screen did not match the demonstration. On the plain recordings
+that is still too often: 12 of 20 healthy OpenEMR runs stopped.
+
+### What stops runs on real AVC444 frames, ranked
+
+Each stop has one cause, taken from the failing step's own message
+([`analyze.py`](analyze.py)). One frame per cause is in
+[`results/frames/`](results/frames).
+
+| Rank | Cause | False stops | Where | What it needs |
+|---:|---|---:|---|---|
+| 1 | Screen still changing where the identity check looked | 13 | OpenEMR, Sex list (8) and First Name (5) | A bounded wait for the region to settle before failing. The frame shows OpenEMR's date picker still open after Escape. A blinking caret or the codec refining a region can do the same. |
+| 2 | A screen check compiled from an auto-selected row | 10 | Patient Notes, decoy, after Search | Search selects the first row, so the recording expects "Patient: Neil Sorenson" in the header. With a decoy above him, the header names the decoy. The patient is picked by the next click, so this text should not be a check on the Search step. |
+| 3 | Re-resolve after the pointer moves, exact-pixel guard | 10 | Patient Notes, 1440×900, Save Note | The target resolved at (561, 490) after the hover and (560, 489) before. The guard requires equal points. Accept a point inside the target's own box, or within the codec's measured 1–2 px jitter. |
+| 4 | Layout reflow, absolute postcondition region | 5 | OpenEMR, 1440×900, first click | The click found the Username box (the geometry rung was within about 12 px). The postcondition then checked the recorded frame's absolute region, which on the wider page covers the focused box. Bind postcondition regions to the resolved target, or stop at once with a "layout changed" reason. |
+| 5 | Identity check before a click | 2 | OpenEMR DOB | The template missed DOB, and the geometry rung proposed a point whose surrounding text read "Preferred Name". The identity check refused the click, so a wrong target was caught before the click. What it needs: find out why the template missed (the field looks different while the date picker or the duplicate highlight is up). (On the older build the sibling look-alike also stopped here; those 5 runs count as look-alike stops.) |
+
+Not counted above: on the merged build, the sibling look-alike is refused one
+step earlier ("OCR landmark evidence did not uniquely establish a target").
+That is the intended stop and needs no fix.
+
+Three more causes appeared while building the OpenEMR workflow, before the
+counted runs. Each is fixed in the lab setup or the recording, and each would
+recur at a site:
+
+- **A product-registration dialog after sign-in.** It covered the menu the
+  recording clicks. The lab records an opt-out in OpenEMR's
+  `product_registration` table, with the version string OpenEMR compares
+  (`7.0.3 (4)`); nothing is sent.
+- **Edge autofill.** Typing into First Name opened a "Manage…" list over the
+  DOB field, so the recording captured the list as DOB's template. Turned off
+  by Edge policy on the host.
+- **A run parameter inside an identity band.** Recording First Name before
+  Last Name put the first name's value into Last Name's identity band. Each
+  run types a new value, so 2 of 2 pilot runs stopped. The counted recording
+  types Last Name first.
+
+### The record check (verify-run, merged in #1570 and #1582)
+
+For the last Patient Notes campaign (35 runs) and the last OpenEMR campaign
+(15 runs), each run was also judged by `openadapt_flow.verify_run`:
+
+1. a baseline read of the whole table before the replay;
+2. the effect contract (the note on Neil Sorenson's row; the new patient's
+   last name, DOB and sex);
+3. a frame check that nothing else in the table changed.
+
+It read the database through a read-only service beside each app
+([`oracle_service.py`](oracle_service.py)), never through the screen.
+
+| Campaign | Runs | CONFIRMED and saved | REFUTED and not saved | Disagreed with the database |
+|---|---:|---:|---:|---:|
+| Patient Notes | 35 | 20 | 15 | 0 |
+| OpenEMR | 15 | 10 | 5 | 0 |
+
+### Local grounding rung (#1596), held out
+
+The rung's thresholds were set on a synthetic Chromium fixture. Here it was
+applied unchanged to the replays' real frames: 86 target-frames, 81 with a
+known true place ([`grounding_heldout.py`](grounding_heldout.py),
+[`results/results_grounding_heldout.json`](results/results_grounding_heldout.json)).
+
+| Outcome | Count |
+|---|---:|
+| Picked the true target | 6 (all the OpenEMR password field, whose crop holds the eye icon) |
+| Picked a wrong target | 0 |
+| Abstained: text label, left to OCR by design | 56 |
+| Abstained: look-alikes overlap or several score alike | 19 |
+| No truth (1440×900 Patient Notes frames) | 5, not scored |
+
+On these screens the true place scored 0.81 to 0.97 and the best other place
+0.78 to 0.95. The gap is usually smaller than `LOOKALIKE_MARGIN` (0.15), so
+the rung counts several look-alikes and abstains. It never picked a wrong
+target, but on text-heavy forms over AVC444 it rarely helps. Queries took a
+median of 119 ms (159 ms at most) on the operator's laptop CPU, not on the
+client VM.
+
+The template matcher found the true place on 74 of 81. Its 3 "wrong" rows
+are the Patient Notes note box, a 590×120 field: the point lies outside this
+script's ±24×12 px tolerance but inside the box, and all three runs saved
+correctly.
+
+### Separate-session read-back (`desktop_readback`)
+
+The read-back verifier looked Neil Sorenson up in its own RDP session, under
+a separate `pnreader` logon that may read the record but not write it. Each
+case first wrote a known note straight into the database. Results are in
+[`results/campaigns/`](results/campaigns).
+
+- **First run:** 1 correct verdict and 9 INDETERMINATE, with no wrong
+  verdicts. The verifier refused because the record view showed the same
+  patient before and after its search. The lab's driver had left Neil
+  Sorenson open between look-ups, so nothing on screen could prove a
+  refresh. That is a lab fault, not a product fault.
+- **Second run:** restarts the reader's app before each look-up.
+  READBACK_SECOND_RUN
+
+## Licence and publishing
+
+- **Microsoft.** The Product Terms ("Universal License Terms for Online
+  Services", "Competitive Benchmarking") do not bar publishing results. They
+  ask a customer who offers a competing product to share the method on
+  request; OpenAdapt does not offer one. Windows Server and Remote Desktop
+  Connection are used as shipped.
+- **Citrix.** This lab was meant to be Citrix. Two things stopped it:
+  - Citrix no longer offers self-serve accounts, so the CVAD ISO could not be
+    downloaded. The provisioning scripts stay in
+    [`scripts/citrix_lab/`](../../scripts/citrix_lab) for a design partner's
+    environment.
+  - The Cloud Software Group End User Agreement (v2.5) makes "performance
+    test results derived by Customer" Citrix Confidential Information
+    (section 1.8). It bars competitive benchmarking (2.7(x)) and limits
+    trials to internal evaluation (14.1).
+- **Other VDI.** The Parallels RAS terms forbid performing or disclosing
+  benchmark tests (Product Licensing Terms 3.3). Omnissa Horizon has no
+  self-serve trial and needs Omnissa's approval to publish (General Terms
+  1.4).
+
+## What this proves
+
+- The shipped pixel path records, compiles and replays through a real
+  AVC444-encoded RDP session in the stock Windows client. Every run made zero
+  model calls.
+- In 105 runs on two apps it never saved to the wrong record. It never
+  reported a save the database did not hold, and never saved without
+  reporting it.
+- The merged record check agreed with the database on all 50 runs it judged.
+
+## What this does not prove
+
+- **Not Citrix ICA/HDX, and not Azure Virtual Desktop.** It is the same
+  Windows RDP graphics stack AVD uses, but no AVD broker, gateway or client
+  was involved: the founder's account could not create the Entra user AVD
+  needs.
+- **Not a WAN.** Client and host share an Azure virtual network. Bandwidth,
+  latency and loss were not shaped.
+- **Not GPU encoding.** The host has no GPU, so H.264 was encoded in
+  software.
+- **Not a real clinic.** Both apps are on made-up data. Patient Notes is a
+  benchmark app; OpenEMR is a stock 7.0.3 container.
+- **Not reliable enough to run unattended.** Healthy OpenEMR runs stopped 12
+  times in 20. The ranked causes above are the work list.
+- **Not a model-based agent.** Small samples: 10 to 20 runs per condition.
+
+## Reproduce
+
+Lab scripts are in [`scripts/rdp_avc_lab/`](../../scripts/rdp_avc_lab). One
+Azure resource group (`openadapt-avd-lab`) holds the VMs, a Key Vault for
+every password, and a private blob container for results. RDP is open only
+to the operator's IP.
+
+```bash
+bash scripts/rdp_avc_lab/provision.sh
+SECRETS="EmrPassword=rdlab-emruser PnPassword=rdlab-pnuser" \
+  bash scripts/rdp_avc_lab/run_ps.sh vm-rdhost host_setup.ps1 PnDbB64=... PnAppB64=...
+SECRETS="HarnessPassword=rdlab-harness EmrPassword=rdlab-emruser PnPassword=rdlab-pnuser" \
+  bash scripts/rdp_avc_lab/run_ps.sh vm-client client_setup.ps1 Ref=<commit>
+bash scripts/rdp_avc_lab/submit_job.sh job.json out/   # {"kind": "pn_campaign" | "emr_campaign" | "pn_readback", ...}
+python benchmark/rdp_avc_real/analyze.py out/pn-run-3 out/emr-run-3 ... --out analysis/
+python benchmark/rdp_avc_real/grounding_heldout.py out/pn-run-3 out/emr-run-3 --output ...
+```
+
+Code versions:
+
+- The first Patient Notes campaign and the first two OpenEMR campaigns ran
+  `4376a5d` with the UTF-8 bundle fix applied.
+- The record-check campaigns ran `d62ea71` (main with #1570, #1582 and #1596
+  merged).
+
+Raw outputs (run reports, frames, bundles; 97 MB) are listed by SHA-256 in
+[`results/raw_sha256.txt`](results/raw_sha256.txt). They are kept off the
+repository.
+
+## Product fix found here
+
+On Windows, `Workflow.save` wrote `workflow.json` in the platform codec
+(cp1252) with CRLF newlines. The compile crashed as soon as OCR recorded a
+character outside cp1252 (an "ε" read off the OpenEMR screen). It now writes
+and reads UTF-8 bytes
+([`tests/test_bundle_encoding.py`](../../tests/test_bundle_encoding.py)).
diff --git a/packages/flow/benchmark/rdp_avc_real/analyze.py b/packages/flow/benchmark/rdp_avc_real/analyze.py
index 4c6b842f7d..c19a071047 100644
--- a/packages/flow/benchmark/rdp_avc_real/analyze.py
+++ b/packages/flow/benchmark/rdp_avc_real/analyze.py
@@ -14,6 +14,8 @@
 - ``locator``: no rung found the target, or a heal was refused;
 - ``hover_reresolve``: the target re-resolved a pixel or two away after the
   pointer moved onto it, and the exact-match guard refused the click;
+- ``ambiguity_refusal``: OCR landmarks matched more than one target, so no
+  click was admitted (the intended stop on a look-alike);
 - ``identity_precheck``: the identity check before a click disagreed;
 - ``state_check``: a postcondition's recorded screen text did not appear;
 - ``layout_reflow``: the session's desktop size changed the page layout, and
@@ -38,27 +40,35 @@
 from pathlib import Path
 
 CAUSES = [
-    ("hover_reresolve", re.compile(r"after remote pointer hover, not the prepared point")),
+    (
+        "hover_reresolve",
+        re.compile(r"after remote pointer hover, not the prepared point"),
+    ),
     ("timing_codec", re.compile(r"screen kept changing|region_stable")),
+    ("ambiguity_refusal", re.compile(r"did not uniquely establish a target")),
     ("identity_precheck", re.compile(r"Identity check failed")),
-    ("locator", re.compile(r"all resolution rungs failed|heal quarantined|Could not resolve")),
+    (
+        "locator",
+        re.compile(r"all resolution rungs failed|heal quarantined|Could not resolve"),
+    ),
     ("state_check", re.compile(r"text_present|expected screen state not reached")),
 ]
 FIXES = {
     "timing_codec": "Wait for the region to settle (bounded) before the identity and "
-                    "stability checks instead of failing on the first changing frame; "
-                    "mask a blinking caret; record the codec's refinement interval.",
+    "stability checks instead of failing on the first changing frame; "
+    "mask a blinking caret; record the codec's refinement interval.",
     "hover_reresolve": "Accept a re-resolve inside the target's own box (or within the "
-                       "codec's measured jitter, 1-2 px) instead of exact pixel equality.",
+    "codec's measured jitter, 1-2 px) instead of exact pixel equality.",
     "identity_precheck": "Exclude run parameters and transient dialog content (duplicate "
-                         "lists) from the recorded identity band.",
+    "lists) from the recorded identity band.",
     "state_check": "Do not compile an auto-selected row's header text into the next "
-                   "step's postcondition when the row is chosen by a later click.",
+    "step's postcondition when the row is chosen by a later click.",
     "layout_reflow": "Bind postcondition regions to the resolved target (offsets from "
-                     "it), not the recorded frame's absolute pixels; or halt at the "
-                     "first step with an explicit 'layout changed' reason.",
+    "it), not the recorded frame's absolute pixels; or halt at the "
+    "first step with an explicit 'layout changed' reason.",
     "locator": "Record after the screen has painted; on a reflowed layout use OCR "
-               "landmarks rather than the recorded crop position.",
+    "landmarks rather than the recorded crop position.",
+    "ambiguity_refusal": "None: the intended stop on a look-alike row.",
     "harness": "Lab fix, not product: reset every record a job created before each trial.",
 }
 
@@ -70,11 +80,18 @@ def wilson(k: int, n: int) -> list[float]:
     p = k / n
     centre = (p + z * z / (2 * n)) / (1 + z * z / n)
     half = z * math.sqrt(p * (1 - p) / n + z * z / (4 * n * n)) / (1 + z * z / n)
-    return [round(100 * max(0.0, centre - half), 1), round(100 * min(1.0, centre + half), 1)]
+    return [
+        round(100 * max(0.0, centre - half), 1),
+        round(100 * min(1.0, centre + half), 1),
+    ]
 
 
 def rate(k: int, n: int) -> dict:
-    return {"count": k, "per_100": round(100 * k / n, 1) if n else None, "ci95": wilson(k, n)}
+    return {
+        "count": k,
+        "per_100": round(100 * k / n, 1) if n else None,
+        "ci95": wilson(k, n),
+    }
 
 
 def cause_of(trial: dict) -> tuple[str, dict]:
@@ -95,9 +112,11 @@ def main() -> int:
     parser.add_argument("campaigns", nargs="+", type=Path)
     parser.add_argument("--out", type=Path, required=True)
     parser.add_argument(
-        "--only", nargs="*", default=[],
+        "--only",
+        nargs="*",
+        default=[],
         help="campaign:condition pairs; a campaign named here contributes only these "
-             "conditions (the rest were superseded by a later campaign)",
+        "conditions (the rest were superseded by a later campaign)",
     )
     args = parser.parse_args()
     frames_dir = args.out / "frames"
@@ -108,8 +127,11 @@ def main() -> int:
     for campaign in args.campaigns:
         trials = json.loads((campaign / "trials.json").read_text())
         app = campaign.name.split("-", 1)[0]  # campaign ids start with the app
-        keep = {pair.split(":", 1)[1] for pair in args.only
-                if pair.split(":", 1)[0] == campaign.name}
+        keep = {
+            pair.split(":", 1)[1]
+            for pair in args.only
+            if pair.split(":", 1)[0] == campaign.name
+        }
         for t in trials:
             if keep and t["condition"] not in keep:
                 continue
@@ -118,9 +140,17 @@ def main() -> int:
             if t["class"] in ("verified_save",):
                 continue
             cause, where = cause_of(t)
-            stops.append({"campaign": campaign.name, "app": app, "trial": t["trial"],
-                          "condition": t["condition"], "class": t["class"], "cause": cause,
-                          **where})
+            stops.append(
+                {
+                    "campaign": campaign.name,
+                    "app": app,
+                    "trial": t["trial"],
+                    "condition": t["condition"],
+                    "class": t["class"],
+                    "cause": cause,
+                    **where,
+                }
+            )
 
     summary = {}
     for key, ts in sorted(conditions.items()):
@@ -130,18 +160,31 @@ def main() -> int:
             "trials": n,
             "verified_saves": rate(count["verified_save"], n),
             "wrong_target": rate(count["silent_wrong"] + count["flagged_wrong"], n),
-            "silent_wrong_saves": rate(count["silent_wrong"] + count["false_completion"], n),
+            "silent_wrong_saves": rate(
+                count["silent_wrong"] + count["false_completion"], n
+            ),
             "false_stops": rate(count["false_stop"], n),
             "stops_on_lookalike": rate(count["stop_on_lookalike"], n),
             "model_calls": sum(t["model_calls"] for t in ts),
             "median_elapsed_s": sorted(t["elapsed_s"] for t in ts)[n // 2],
         }
 
-    by_cause = collections.Counter(s["cause"] for s in stops if s["class"] == "false_stop")
+    by_cause = collections.Counter(
+        s["cause"] for s in stops if s["class"] == "false_stop"
+    )
     ranked = [
-        {"cause": c, "false_stops": k, "fix": FIXES.get(c, ""),
-         "where": sorted({f"{s['app']}/{s['condition']}:{s['step_id']}" for s in stops
-                          if s["cause"] == c})}
+        {
+            "cause": c,
+            "false_stops": k,
+            "fix": FIXES.get(c, ""),
+            "where": sorted(
+                {
+                    f"{s['app']}/{s['condition']}:{s['step_id']}"
+                    for s in stops
+                    if s["cause"] == c
+                }
+            ),
+        }
         for c, k in by_cause.most_common()
     ]
 
@@ -155,16 +198,28 @@ def main() -> int:
             with zipfile.ZipFile(archive) as zf:
                 name = f"steps/{s['step_id']}_before.png"
                 if name in zf.namelist():
-                    dest = frames_dir / f"{s['cause']}_{s['app']}_{s['condition']}_{s['step_id']}.png"
+                    dest = (
+                        frames_dir
+                        / f"{s['cause']}_{s['app']}_{s['condition']}_{s['step_id']}.png"
+                    )
                     dest.write_bytes(zf.read(name))
                     kept[s["cause"]] = dest.name
                     break
 
-    result = {"schema": "openadapt.rdp-avc444-campaigns.v1", "conditions": summary,
-              "stops": stops, "ranked_causes": ranked, "cause_frames": kept}
+    result = {
+        "schema": "openadapt.rdp-avc444-campaigns.v1",
+        "conditions": summary,
+        "stops": stops,
+        "ranked_causes": ranked,
+        "cause_frames": kept,
+    }
     (args.out / "results.json").write_text(json.dumps(result, indent=2))
-    print(json.dumps({"conditions": summary, "ranked_causes": ranked, "cause_frames": kept},
-                     indent=2))
+    print(
+        json.dumps(
+            {"conditions": summary, "ranked_causes": ranked, "cause_frames": kept},
+            indent=2,
+        )
+    )
     return 0
 
 
diff --git a/packages/flow/benchmark/rdp_avc_real/grounding_heldout.py b/packages/flow/benchmark/rdp_avc_real/grounding_heldout.py
index 1f0ecc4a9a..116258f988 100644
--- a/packages/flow/benchmark/rdp_avc_real/grounding_heldout.py
+++ b/packages/flow/benchmark/rdp_avc_real/grounding_heldout.py
@@ -27,7 +27,6 @@
 from __future__ import annotations
 
 import argparse
-import io
 import json
 import platform
 import statistics
@@ -60,7 +59,9 @@ def _verified_points(campaign: Path, trials: list[dict], condition: str) -> dict
     first = next((i for i, t in enumerate(trials) if t["condition"] == condition), None)
     if first is None or trials[first]["class"] != "verified_save":
         return {}
-    return {s["step_id"]: tuple(s["point"]) for s in trials[first]["steps"] if s["point"]}
+    return {
+        s["step_id"]: tuple(s["point"]) for s in trials[first]["steps"] if s["point"]
+    }
 
 
 def main() -> int:
@@ -70,8 +71,16 @@ def main() -> int:
     args = parser.parse_args()
 
     from openadapt_flow import vision
-    from openadapt_flow.runtime.local_grounder import ACCEPT_SCORE, LOOKALIKE_MARGIN, LocalGroundingModel
-    from openadapt_flow.runtime.resolver import TEMPLATE_THRESHOLD, _model_grounded, _scaled_click_point
+    from openadapt_flow.runtime.local_grounder import (
+        ACCEPT_SCORE,
+        LOOKALIKE_MARGIN,
+        LocalGroundingModel,
+    )
+    from openadapt_flow.runtime.resolver import (
+        TEMPLATE_THRESHOLD,
+        _model_grounded,
+        _scaled_click_point,
+    )
     from openadapt_flow.vision.ocr import OcrResolutionRefused
 
     model = LocalGroundingModel.load()
@@ -84,7 +93,14 @@ def main() -> int:
             workflow, bundle_dir = _load_bundle(campaign, app, tmp)
             clicks = {s.id: s for s in workflow.steps if s.anchor is not None}
             for run_zip in sorted(campaign.glob(f"{app}_run_*.zip")):
+                # <app>_run_<condition>[_<class>].zip (a stopped trial's frames)
                 condition = run_zip.stem.split("_run_", 1)[1]
+                for suffix in (
+                    "_false_stop",
+                    "_stop_on_lookalike",
+                    "_stopped_after_save",
+                ):
+                    condition = condition.removesuffix(suffix)
                 verified = _verified_points(campaign, trials, condition)
                 with zipfile.ZipFile(run_zip) as zf:
                     names = set(zf.namelist())
@@ -106,8 +122,11 @@ def main() -> int:
                         template = (bundle_dir / anchor.template).read_bytes()
 
                         def on_target(pt, truth=truth):
-                            return (truth is not None and abs(pt[0] - truth[0]) <= TOL_X
-                                    and abs(pt[1] - truth[1]) <= TOL_Y)
+                            return (
+                                truth is not None
+                                and abs(pt[0] - truth[0]) <= TOL_X
+                                and abs(pt[1] - truth[1]) <= TOL_Y
+                            )
 
                         timings, found = [], []
                         for _ in range(REPEATS):
@@ -116,59 +135,117 @@ def on_target(pt, truth=truth):
                             found = model.locate_anchor(png, template)
                             timings.append((time.monotonic() - started) * 1000.0)
                         try:
-                            grounded = _model_grounded(anchor, png, vision, model.locate_anchor, template)
+                            grounded = _model_grounded(
+                                anchor, png, vision, model.locate_anchor, template
+                            )
                             if grounded is None:
                                 rung = "abstain"
                             elif truth is None:
                                 rung = "picked_unscored"
                             else:
-                                rung = "target" if on_target(grounded[0]) else "wrong_target"
+                                rung = (
+                                    "target"
+                                    if on_target(grounded[0])
+                                    else "wrong_target"
+                                )
                         except OcrResolutionRefused as exc:
                             rung = "halt:" + type(exc).__name__
                         scored = model.candidates(png, template)
-                        point_of = lambda c, a=anchor: _scaled_click_point(a, tuple(c.region))  # noqa: E731
-                        true_scores = [c.score for c in scored if on_target(point_of(c))]
-                        other_scores = [c.score for c in scored if not on_target(point_of(c))]
+
+                        def point_of(c, a=anchor):
+                            return _scaled_click_point(a, tuple(c.region))
+
+                        true_scores = [
+                            c.score for c in scored if on_target(point_of(c))
+                        ]
+                        other_scores = [
+                            c.score for c in scored if not on_target(point_of(c))
+                        ]
                         started = time.monotonic()
-                        tmatch = vision.find_template(png, template, threshold=TEMPLATE_THRESHOLD)
+                        tmatch = vision.find_template(
+                            png, template, threshold=TEMPLATE_THRESHOLD
+                        )
                         template_ms = (time.monotonic() - started) * 1000.0
-                        tpoint = _scaled_click_point(anchor, tuple(tmatch.region)) if tmatch else None
-                        rows.append({
-                            "app": app, "campaign": campaign.name, "condition": condition,
-                            "step_id": step_id, "text_label": anchor.ocr_text,
-                            "truth": list(truth) if truth else None, "truth_source": source,
-                            "rung_outcome": rung, "lookalikes": len(found),
-                            "true_found": any(on_target(point_of(c)) for c in found),
-                            "true_score": round(max(true_scores), 3) if true_scores else None,
-                            "best_other_score": round(max(other_scores), 3) if other_scores else None,
-                            "ms": round(statistics.median(timings), 1),
-                            "template_found": bool(tpoint and on_target(tpoint)),
-                            "template_wrong": bool(tpoint and truth and not on_target(tpoint)),
-                            "template_ms": round(template_ms, 1),
-                        })
+                        tpoint = (
+                            _scaled_click_point(anchor, tuple(tmatch.region))
+                            if tmatch
+                            else None
+                        )
+                        rows.append(
+                            {
+                                "app": app,
+                                "campaign": campaign.name,
+                                "condition": condition,
+                                "archive": run_zip.name,
+                                "step_id": step_id,
+                                "text_label": anchor.ocr_text,
+                                "truth": list(truth) if truth else None,
+                                "truth_source": source,
+                                "rung_outcome": rung,
+                                "lookalikes": len(found),
+                                "true_found": any(
+                                    on_target(point_of(c)) for c in found
+                                ),
+                                "true_score": round(max(true_scores), 3)
+                                if true_scores
+                                else None,
+                                "best_other_score": round(max(other_scores), 3)
+                                if other_scores
+                                else None,
+                                "ms": round(statistics.median(timings), 1),
+                                "template_found": bool(tpoint and on_target(tpoint)),
+                                "template_wrong": bool(
+                                    tpoint and truth and not on_target(tpoint)
+                                ),
+                                "template_ms": round(template_ms, 1),
+                            }
+                        )
                         print(json.dumps(rows[-1]), flush=True)
 
     scored = [r for r in rows if r["truth"] is not None]
     summary = {
-        "frames_steps": len(rows), "scored": len(scored),
-        "rung_outcomes": {k: sum(1 for r in scored if r["rung_outcome"] == k)
-                          for k in sorted({r["rung_outcome"] for r in scored})},
+        "frames_steps": len(rows),
+        "scored": len(scored),
+        "rung_outcomes": {
+            k: sum(1 for r in scored if r["rung_outcome"] == k)
+            for k in sorted({r["rung_outcome"] for r in scored})
+        },
         "wrong_target": sum(1 for r in scored if r["rung_outcome"] == "wrong_target"),
         "abstain": sum(1 for r in scored if r["rung_outcome"] == "abstain"),
-        "abstain_text_label": sum(1 for r in scored if r["rung_outcome"] == "abstain" and r["text_label"]),
+        "abstain_text_label": sum(
+            1 for r in scored if r["rung_outcome"] == "abstain" and r["text_label"]
+        ),
         "template_found": sum(1 for r in scored if r["template_found"]),
         "template_wrong": sum(1 for r in scored if r["template_wrong"]),
-        "median_ms": round(statistics.median(r["ms"] for r in rows), 1) if rows else None,
+        "median_ms": round(statistics.median(r["ms"] for r in rows), 1)
+        if rows
+        else None,
         "max_ms": max((r["ms"] for r in rows), default=None),
     }
-    args.output.write_text(json.dumps({
-        "schema": "openadapt.rdp-avc444-grounding-heldout.v1",
-        "generated_at": datetime.now(timezone.utc).isoformat(timespec="seconds"),
-        "host": {"machine": platform.machine(), "system": platform.system(), "python": sys.version.split()[0]},
-        "thresholds": {"accept_score": ACCEPT_SCORE, "lookalike_margin": LOOKALIKE_MARGIN,
-                       "template_threshold": TEMPLATE_THRESHOLD, "tolerance_px": [TOL_X, TOL_Y]},
-        "summary": summary, "rows": rows,
-    }, indent=2))
+    args.output.write_text(
+        json.dumps(
+            {
+                "schema": "openadapt.rdp-avc444-grounding-heldout.v1",
+                "generated_at": datetime.now(timezone.utc).isoformat(
+                    timespec="seconds"
+                ),
+                "host": {
+                    "machine": platform.machine(),
+                    "system": platform.system(),
+                    "python": sys.version.split()[0],
+                },
+                "thresholds": {
+                    "accept_score": ACCEPT_SCORE,
+                    "lookalike_margin": LOOKALIKE_MARGIN,
+                    "template_threshold": TEMPLATE_THRESHOLD,
+                    "tolerance_px": [TOL_X, TOL_Y],
+                },
+                "summary": summary,
+                "rows": rows,
+            },
+            indent=2,
+        )
+    )
     print(json.dumps(summary, indent=2))
     return 0
 
diff --git a/packages/flow/benchmark/rdp_avc_real/harness.py b/packages/flow/benchmark/rdp_avc_real/harness.py
index 19c2aea187..ad8dd9b41c 100644
--- a/packages/flow/benchmark/rdp_avc_real/harness.py
+++ b/packages/flow/benchmark/rdp_avc_real/harness.py
@@ -29,7 +29,9 @@
     "emr": {"target": "10.30.1.7"},
     "pn": {"target": "vm-rdhost"},
     # The read-back session: its own RDP logon (pnreader), own mstsc window.
-    "pnread": {"target": "vm-rdhost.x3hkkcl3scte1kfhx4qhkg0tta.bx.internal.cloudapp.net"},
+    "pnread": {
+        "target": "vm-rdhost.x3hkkcl3scte1kfhx4qhkg0tta.bx.internal.cloudapp.net"
+    },
 }
 DESKTOP = (1280, 800)
 
@@ -98,7 +100,11 @@ def save_frame(png: bytes, out: Path, name: str) -> dict:
     path = out / f"{name}.png"
     path.write_bytes(png)
     w, h = Image.open(io.BytesIO(png)).size
-    return {"file": path.name, "sha256": hashlib.sha256(png).hexdigest(), "size": [w, h]}
+    return {
+        "file": path.name,
+        "sha256": hashlib.sha256(png).hexdigest(),
+        "size": [w, h],
+    }
 
 
 def probe(job: dict, out: Path) -> dict:
@@ -114,7 +120,12 @@ def probe(job: dict, out: Path) -> dict:
         {"title": w.title, "bounds": list(w.bounds), "pid": w.pid}
         for w in backend._client.find_windows("mstsc", window_title(app))  # noqa: SLF001
     ]
-    return {"app": app, "viewport": list(backend.viewport), "windows": windows, "frames": frames}
+    return {
+        "app": app,
+        "viewport": list(backend.viewport),
+        "windows": windows,
+        "frames": frames,
+    }
 
 
 def diagnose(job: dict, out: Path) -> dict:
@@ -155,6 +166,7 @@ def visit(hwnd, _lparam):
         user32.GetWindowRect(hwnd, ctypes.byref(rect))
         texts: list[str] = []
         if cls.value == "#32770":
+
             @ctypes.WINFUNCTYPE(wintypes.BOOL, wintypes.HWND, wintypes.LPARAM)
             def child(ch, _lp):
                 t = ctypes.create_unicode_buffer(1024)
@@ -164,9 +176,15 @@ def child(ch, _lp):
                 return True
 
             user32.EnumChildWindows(hwnd, child, 0)
-        rows.append({"title": title.value, "class": cls.value, "exe": exe.value,
-                     "rect": [rect.left, rect.top, rect.right, rect.bottom],
-                     "texts": texts})
+        rows.append(
+            {
+                "title": title.value,
+                "class": cls.value,
+                "exe": exe.value,
+                "rect": [rect.left, rect.top, rect.right, rect.bottom],
+                "texts": texts,
+            }
+        )
         return True
 
     user32.EnumWindows(visit, 0)
@@ -213,8 +231,11 @@ def pn_record(app: str, rec_dir: Path) -> None:
     from openadapt_flow.recorder import Recorder
 
     rec = Recorder(
-        backend_for(app), rec_dir,
-        settle_interval_s=0.3, settle_stable_frames=2, settle_timeout_s=6.0,
+        backend_for(app),
+        rec_dir,
+        settle_interval_s=0.3,
+        settle_stable_frames=2,
+        settle_timeout_s=6.0,
     )
     rec.click(*PN_STEPS["search_box"])
     rec.type_text("Neil")
@@ -229,7 +250,10 @@ def pn_record(app: str, rec_dir: Path) -> None:
 def step_summary(r) -> dict:
     res = r.resolution
     return {
-        "step_id": r.step_id, "intent": r.intent, "ok": r.ok, "skipped": r.skipped,
+        "step_id": r.step_id,
+        "intent": r.intent,
+        "ok": r.ok,
+        "skipped": r.skipped,
         "rung": getattr(res.rung, "value", str(res.rung)) if res else None,
         "confidence": round(res.confidence, 3) if res else None,
         "point": list(res.point) if res else None,
@@ -265,16 +289,22 @@ def record_check_config(spec: dict):
     return parse_verify_config(spec["verify"], source=f"{spec['name']} verify")
 
 
-def record_check(cfg, params: dict, run_dir: Path, report_path: Path, baseline: Path) -> dict:
+def record_check(
+    cfg, params: dict, run_dir: Path, report_path: Path, baseline: Path
+) -> dict:
     """Judge the trial's write from the system of record, as verify-run does."""
     from openadapt_flow.verify_run import verify_run
 
     run_record = {"executor_kind": "flow_replay"}
     if report_path.exists():
-        run_record["report_sha256"] = hashlib.sha256(report_path.read_bytes()).hexdigest()
+        run_record["report_sha256"] = hashlib.sha256(
+            report_path.read_bytes()
+        ).hexdigest()
     try:
         result = verify_run(
-            cfg, params=params, run_record=run_record,
+            cfg,
+            params=params,
+            run_record=run_record,
             authorization_ref=f"lab-{run_dir.name}",
             baseline_path=baseline if baseline.exists() else None,
             private_dir=run_dir / "record_check",
@@ -338,17 +368,22 @@ def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
             error, extra = None, {}
             try:
                 report = Replayer(backend_for(app), poll_interval_s=0.3).run(
-                    workflow, params=params, bundle_dir=work / "bundle",
+                    workflow,
+                    params=params,
+                    bundle_dir=work / "bundle",
                     run_dir=run_dir,
                 )
                 success, model_calls = bool(report.success), report.model_calls
                 rungs, terminal = dict(report.rung_counts), report.terminal_outcome
                 steps = [step_summary(r) for r in report.results]
                 extra = {
-                    "execution_outcome": getattr(report.execution_outcome, "value",
-                                                 report.execution_outcome),
+                    "execution_outcome": getattr(
+                        report.execution_outcome, "value", report.execution_outcome
+                    ),
                     "heal_count": report.heal_count,
-                    "halt": report.halt.model_dump(mode="json") if report.halt else None,
+                    "halt": report.halt.model_dump(mode="json")
+                    if report.halt
+                    else None,
                     "render_scale": report.render_scale,
                 }
             except Exception as exc:  # noqa: BLE001 -- a crash is a stop, recorded
@@ -363,19 +398,34 @@ def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
             must_save = name in spec["must_save"]
             frames = sorted(run_dir.rglob("*.png"))
             trial = {
-                "trial": len(trials) + 1, "condition": name, "drift": drift,
-                "bpp": want[0], "desktop": list(want[1]), "token": token,
-                "success": success, "terminal_outcome": terminal, "error": error,
-                "model_calls": model_calls, "rung_counts": rungs,
-                "steps": steps, **extra, "db_outcome": db_outcome, "record_detail": detail,
-                "class": classify(db_outcome, success, must_save), "must_save": must_save,
+                "trial": len(trials) + 1,
+                "condition": name,
+                "drift": drift,
+                "bpp": want[0],
+                "desktop": list(want[1]),
+                "token": token,
+                "success": success,
+                "terminal_outcome": terminal,
+                "error": error,
+                "model_calls": model_calls,
+                "rung_counts": rungs,
+                "steps": steps,
+                **extra,
+                "db_outcome": db_outcome,
+                "record_detail": detail,
+                "class": classify(db_outcome, success, must_save),
+                "must_save": must_save,
                 "elapsed_s": round(elapsed, 2),
                 "first_frame_sha256": hashlib.sha256(first).hexdigest(),
-                "frame_sha256": [hashlib.sha256(f.read_bytes()).hexdigest() for f in frames],
+                "frame_sha256": [
+                    hashlib.sha256(f.read_bytes()).hexdigest() for f in frames
+                ],
             }
             report_path = run_dir / "report.json"
             if report_path.exists():
-                (out / f"report_{len(trials):03d}.json").write_bytes(report_path.read_bytes())
+                (out / f"report_{len(trials):03d}.json").write_bytes(
+                    report_path.read_bytes()
+                )
             if i == 0:
                 trial["first_frame"] = save_frame(first, out, f"{app}_{name}_first")
                 zip_dir(run_dir, out / f"{app}_run_{name}.zip")
@@ -384,7 +434,9 @@ def run_campaign(job: dict, out: Path, app: str, spec: dict) -> dict:
             ):
                 zip_dir(run_dir, out / f"{app}_run_{name}_{trial['class']}.zip")
             trials.append(trial)
-            (out / "trials.json").write_text(json.dumps(trials, indent=2), encoding="utf-8")
+            (out / "trials.json").write_text(
+                json.dumps(trials, indent=2), encoding="utf-8"
+            )
     return {"app": app, "record_s": round(record_s, 2), "trials": trials}
 
 
@@ -392,27 +444,47 @@ def pn_campaign(job: dict, out: Path) -> dict:
     def judge(token: str):
         holders = [r["id"] for r in oracle(PN_ORACLE, "/all") if r["note"] == token]
         outcome = (
-            "correct" if holders == [PN_TARGET_ID]
-            else "wrong_target" if holders else "no_write"
+            "correct"
+            if holders == [PN_TARGET_ID]
+            else "wrong_target"
+            if holders
+            else "no_write"
         )
         return outcome, {"note_holders": holders}
 
-    return run_campaign(job, out, "pn", {
-        "name": "avc444-patient-notes",
-        "record": lambda rec_dir: pn_record("pn", rec_dir),
-        "reset": lambda drift: oracle(PN_ORACLE, f"/reset?drift={drift}"),
-        "params": lambda token: {"note": token},
-        "judge": judge,
-        "must_save": PN_MUST_SAVE,
-        "verify": {
-            "environment_id": "rdp-avc444-lab-patient-notes",
-            "verifier": {"kind": "rest", "base_url": PN_ORACLE, "records_path": "/all",
-                         "records_key": None},
-            "effects": [{"kind": "field_equals", "match": {"first": {"literal": "Neil"},
-                                                       "last": {"literal": "Sorenson"}},
-                         "field": "note", "value": {"param": "note"}}],
+    return run_campaign(
+        job,
+        out,
+        "pn",
+        {
+            "name": "avc444-patient-notes",
+            "record": lambda rec_dir: pn_record("pn", rec_dir),
+            "reset": lambda drift: oracle(PN_ORACLE, f"/reset?drift={drift}"),
+            "params": lambda token: {"note": token},
+            "judge": judge,
+            "must_save": PN_MUST_SAVE,
+            "verify": {
+                "environment_id": "rdp-avc444-lab-patient-notes",
+                "verifier": {
+                    "kind": "rest",
+                    "base_url": PN_ORACLE,
+                    "records_path": "/all",
+                    "records_key": None,
+                },
+                "effects": [
+                    {
+                        "kind": "field_equals",
+                        "match": {
+                            "first": {"literal": "Neil"},
+                            "last": {"literal": "Sorenson"},
+                        },
+                        "field": "note",
+                        "value": {"param": "note"},
+                    }
+                ],
+            },
         },
-    })
+    )
 
 
 # --- OpenEMR campaign ----------------------------------------------------------
@@ -422,11 +494,18 @@ def judge(token: str):
 EMR_DOB = "2001-01-01"
 # Window-pixel points on the 1280x800 session, read off drive frames.
 EMR_STEPS = {
-    "username": (705, 396), "password": (684, 450), "login": (640, 558),
-    "patient_menu": (361, 43), "new_search": (378, 71),
-    "first_name": (445, 311), "last_name": (706, 311),
-    "dob": (429, 423), "sex": (965, 423), "billing_label": (146, 599),
-    "create": (272, 733), "confirm": (600, 261),
+    "username": (705, 396),
+    "password": (684, 450),
+    "login": (640, 558),
+    "patient_menu": (361, 43),
+    "new_search": (378, 71),
+    "first_name": (445, 311),
+    "last_name": (706, 311),
+    "dob": (429, 423),
+    "sex": (965, 423),
+    "billing_label": (146, 599),
+    "create": (272, 733),
+    "confirm": (600, 261),
 }
 EMR_MUST_SAVE = {"healthy", "bpp16", "desktop1440"}
 
@@ -435,8 +514,11 @@ def emr_record(rec_dir: Path, order: str = "last_first") -> None:
     from openadapt_flow.recorder import Recorder
 
     rec = Recorder(
-        backend_for("emr"), rec_dir,
-        settle_interval_s=0.4, settle_stable_frames=2, settle_timeout_s=10.0,
+        backend_for("emr"),
+        rec_dir,
+        settle_interval_s=0.4,
+        settle_stable_frames=2,
+        settle_timeout_s=10.0,
     )
     st = EMR_STEPS
     # Lab fixture account from benchmark/openemr_live/docker-compose.yml;
@@ -480,8 +562,14 @@ def emr_record(rec_dir: Path, order: str = "last_first") -> None:
 
 def emr_judge(token: str):
     rows = oracle(EMR_ORACLE, f"/patients?token={token}")
-    exact = [r for r in rows if r["fname"] == token and r["lname"] == EMR_LAST
-             and r["DOB"] == EMR_DOB and r["sex"] == "Female"]
+    exact = [
+        r
+        for r in rows
+        if r["fname"] == token
+        and r["lname"] == EMR_LAST
+        and r["DOB"] == EMR_DOB
+        and r["sex"] == "Female"
+    ]
     if len(exact) == 1 and len(rows) == 1:
         outcome = "correct"
     elif rows:
@@ -503,30 +591,59 @@ def reset(_drift: str) -> None:
         time.sleep(4)
 
     try:
-        return run_campaign(job, out, "emr", {
-            "name": "avc444-openemr-new-patient",
-            "record": lambda rec_dir: emr_record(rec_dir, job.get("order", "last_first")),
-            "reset": reset,
-            "params": lambda token: {"username": "admin", "password": "pass",
-                                     "first_name": token},
-            "judge": emr_judge,
-            "must_save": EMR_MUST_SAVE,
-            "verify": {
-                "environment_id": "rdp-avc444-lab-openemr",
-                "verifier": {"kind": "rest", "base_url": EMR_ORACLE, "records_path": "/all",
-                             "records_key": None},
-                "effects": [
-                    {"kind": "record_written", "match": {"fname": {"param": "first_name"}}},
-                    {"kind": "field_equals", "match": {"fname": {"param": "first_name"}},
-                     "field": "lname", "value": {"literal": EMR_LAST}},
-                    {"kind": "field_equals", "match": {"fname": {"param": "first_name"}},
-                     "field": "DOB", "value": {"literal": EMR_DOB}},
-                    {"kind": "field_equals", "match": {"fname": {"param": "first_name"}},
-                     "field": "sex", "value": {"literal": "Female"}},
-                ],
-                "frame": {"identity_field": "pid"},
+        return run_campaign(
+            job,
+            out,
+            "emr",
+            {
+                "name": "avc444-openemr-new-patient",
+                "record": lambda rec_dir: emr_record(
+                    rec_dir, job.get("order", "last_first")
+                ),
+                "reset": reset,
+                "params": lambda token: {
+                    "username": "admin",
+                    "password": "pass",
+                    "first_name": token,
+                },
+                "judge": emr_judge,
+                "must_save": EMR_MUST_SAVE,
+                "verify": {
+                    "environment_id": "rdp-avc444-lab-openemr",
+                    "verifier": {
+                        "kind": "rest",
+                        "base_url": EMR_ORACLE,
+                        "records_path": "/all",
+                        "records_key": None,
+                    },
+                    "effects": [
+                        {
+                            "kind": "record_written",
+                            "match": {"fname": {"param": "first_name"}},
+                        },
+                        {
+                            "kind": "field_equals",
+                            "match": {"fname": {"param": "first_name"}},
+                            "field": "lname",
+                            "value": {"literal": EMR_LAST},
+                        },
+                        {
+                            "kind": "field_equals",
+                            "match": {"fname": {"param": "first_name"}},
+                            "field": "DOB",
+                            "value": {"literal": EMR_DOB},
+                        },
+                        {
+                            "kind": "field_equals",
+                            "match": {"fname": {"param": "first_name"}},
+                            "field": "sex",
+                            "value": {"literal": "Female"},
+                        },
+                    ],
+                    "frame": {"identity_field": "pid"},
+                },
             },
-        })
+        )
     finally:
         oracle(EMR_ORACLE, "/cleanup?prefix=Oa" + job["id"][-4:].replace("-", ""))
         oracle(EMR_ORACLE, "/cleanup?prefix=Recorded")
@@ -535,14 +652,23 @@ def reset(_drift: str) -> None:
 # --- Separate-session read-back (desktop_readback) --------------------------------
 
 PN_READBACK_SPEC = {
-    "session": {"kind": "rdp", "rdp_window": "mstsc",
-                "rdp_window_title": window_title("pnread")},
-    "search": {"box": {"region": [20, 43, 480, 24]}, "query": {"literal": "Neil"},
-               "submit": {"text": "Search"}},
+    "session": {
+        "kind": "rdp",
+        "rdp_window": "mstsc",
+        "rdp_window_title": window_title("pnread"),
+    },
+    "search": {
+        "box": {"region": [20, 43, 480, 24]},
+        "query": {"literal": "Neil"},
+        "submit": {"text": "Search"},
+    },
     "open": {"results": {"region": [20, 125, 590, 175]}},
     "ready": {"text": "Clinical note:"},
-    "identity": {"reader": {"text": "Patient:", "at": "right"},
-                 "value": {"literal": "Neil Sorenson"}, "field": "patient"},
+    "identity": {
+        "reader": {"text": "Patient:", "at": "right"},
+        "value": {"literal": "Neil Sorenson"},
+        "field": "patient",
+    },
     "fields": {"note": {"control": {"text": "Clinical note:", "at": "below"}}},
     "navigation_timeout_s": 20.0,
     "settle_s": 1.0,
@@ -573,10 +699,14 @@ def pn_readback(job: dict, out: Path) -> dict:
     spec = DesktopReadbackSpec.model_validate(PN_READBACK_SPEC)
 
     def open_backend(_user: str, _password: str):
+        # Each look-up starts the reader's app afresh, so no look-up can read
+        # a record view an earlier one left on screen.
         open_session("pnread")
+        oracle(PN_ORACLE, "/reader_restart")
         wait_steady("pnread")
-        facts = DesktopSessionFacts(own_session=True, fresh_session=False,
-                                    signed_in=False, path="ocr")
+        facts = DesktopSessionFacts(
+            own_session=True, fresh_session=True, signed_in=False, path="ocr"
+        )
         return backend_for("pnread"), facts
 
     driver = BackendSessionDriver(open_backend, settle_s=spec.settle_s)
@@ -591,7 +721,9 @@ def open_backend(_user: str, _password: str):
         effect = Effect(
             kind=EffectKind.FIELD_EQUALS,
             match={"patient": ValueExpr(literal="Neil Sorenson")},
-            field="note", value=ValueExpr(literal=expected), timeout_s=0.0,
+            field="note",
+            value=ValueExpr(literal=expected),
+            timeout_s=0.0,
         )
         t = time.monotonic()
         before = verifier.capture_pre_state()
@@ -599,16 +731,25 @@ def open_backend(_user: str, _password: str):
         elapsed = time.monotonic() - t
         got = getattr(verdict.verdict, "value", str(verdict.verdict))
         truth = "confirmed" if match else "refuted"
-        cases.append({
-            "case": i + 1, "stored": stored, "expected": expected, "truth": truth,
-            "verdict": got, "correct": got.lower() == truth,
-            "false_confirm": (not match) and got.lower() == "confirmed",
-            "reason": verdict.reason, "assurance": verdict.assurance,
-            "elapsed_s": round(elapsed, 2),
-        })
+        cases.append(
+            {
+                "case": i + 1,
+                "stored": stored,
+                "expected": expected,
+                "truth": truth,
+                "verdict": got,
+                "correct": got.lower() == truth,
+                "false_confirm": (not match) and got.lower() == "confirmed",
+                "reason": verdict.reason,
+                "assurance": verdict.assurance,
+                "elapsed_s": round(elapsed, 2),
+            }
+        )
         if i < 2:
             save_frame(backend_for("pnread").screenshot(), out, f"pnread_case{i + 1}")
-        (out / "readback.json").write_text(json.dumps(cases, indent=2), encoding="utf-8")
+        (out / "readback.json").write_text(
+            json.dumps(cases, indent=2), encoding="utf-8"
+        )
     from openadapt_flow.verification import verifier_effect_tier
 
     return {"tier": str(verifier_effect_tier(verifier)), "cases": cases}
@@ -651,7 +792,14 @@ def main(job_path: str, out_dir: str) -> int:
     if job.get("fresh"):
         close_sessions()
         time.sleep(3)
-    kinds = {"probe": probe, "diagnose": diagnose, "pn_campaign": pn_campaign, "emr_campaign": emr_campaign, "pn_readback": pn_readback, "drive": drive}
+    kinds = {
+        "probe": probe,
+        "diagnose": diagnose,
+        "pn_campaign": pn_campaign,
+        "emr_campaign": emr_campaign,
+        "pn_readback": pn_readback,
+        "drive": drive,
+    }
     try:
         result = kinds[job["kind"]](job, out)
         (out / "result.json").write_text(json.dumps(result, indent=2), encoding="utf-8")
diff --git a/packages/flow/benchmark/rdp_avc_real/oracle_service.py b/packages/flow/benchmark/rdp_avc_real/oracle_service.py
index 1b31b3d196..b200f96f96 100644
--- a/packages/flow/benchmark/rdp_avc_real/oracle_service.py
+++ b/packages/flow/benchmark/rdp_avc_real/oracle_service.py
@@ -29,24 +29,46 @@
 PN_DB = r"C:\oa\pn_db.py"
 CLIENT_IP = "10.30.1.5"
 TOKEN_RE = re.compile(r"^[A-Za-z0-9 _-]{1,64}$")
-EMR_SQL = ["docker", "exec", "-i", "openemr-live-mysql-1", "mariadb", "-uroot", "-proot",
-           "openemr", "--batch", "--raw", "-e"]
+EMR_SQL = [
+    "docker",
+    "exec",
+    "-i",
+    "openemr-live-mysql-1",
+    "mariadb",
+    "-uroot",
+    "-proot",
+    "openemr",
+    "--batch",
+    "--raw",
+    "-e",
+]
 
 
 def pn_reset(drift: str) -> dict:
     if drift not in ("none", "siblings", "decoy", "reorder"):
         raise ValueError(f"unknown drift {drift!r}")
     subprocess.run(
-        ["powershell", "-NoProfile", "-Command",
-         "Get-CimInstance Win32_Process -Filter \"Name='powershell.exe'\" | "
-         "Where-Object { $_.ProcessId -ne $PID -and "
-         "$_.CommandLine -like '*patient_notes.ps1*' } | "
-         "ForEach-Object { Stop-Process -Id $_.ProcessId -Force }"],
-        check=True, capture_output=True,
+        [
+            "powershell",
+            "-NoProfile",
+            "-Command",
+            "Get-CimInstance Win32_Process -Filter \"Name='powershell.exe'\" | "
+            "Where-Object { $_.ProcessId -ne $PID -and "
+            "$_.CommandLine -like '*patient_notes.ps1*' } | "
+            "ForEach-Object { Stop-Process -Id $_.ProcessId -Force }",
+        ],
+        check=True,
+        capture_output=True,
+    )
+    seeded = subprocess.run(
+        [PY, PN_DB, "seed", "--drift", drift],
+        check=True,
+        capture_output=True,
+        text=True,
+    ).stdout
+    subprocess.run(
+        ["schtasks", "/run", "/tn", "oa-app-pnuser"], check=True, capture_output=True
     )
-    seeded = subprocess.run([PY, PN_DB, "seed", "--drift", drift], check=True,
-                            capture_output=True, text=True).stdout
-    subprocess.run(["schtasks", "/run", "/tn", "oa-app-pnuser"], check=True, capture_output=True)
     time.sleep(6)
     return {"seeded": json.loads(seeded), "restarted": True}
 
@@ -54,13 +76,20 @@ def pn_reset(drift: str) -> dict:
 def edge_restart() -> dict:
     """Restart OpenEMR's Edge window in emruser's session (cookies kept)."""
     subprocess.run(
-        ["powershell", "-NoProfile", "-Command",
-         "Get-Process msedge -IncludeUserName -ErrorAction SilentlyContinue | "
-         "Where-Object { $_.UserName -like '*emruser' } | Stop-Process -Force"],
-        check=True, capture_output=True,
+        [
+            "powershell",
+            "-NoProfile",
+            "-Command",
+            "Get-Process msedge -IncludeUserName -ErrorAction SilentlyContinue | "
+            "Where-Object { $_.UserName -like '*emruser' } | Stop-Process -Force",
+        ],
+        check=True,
+        capture_output=True,
     )
     time.sleep(2)
-    subprocess.run(["schtasks", "/run", "/tn", "oa-app-emruser"], check=True, capture_output=True)
+    subprocess.run(
+        ["schtasks", "/run", "/tn", "oa-app-emruser"], check=True, capture_output=True
+    )
     time.sleep(8)
     return {"restarted": True}
 
@@ -72,18 +101,46 @@ def pn_set_note(pid: str, note: str) -> dict:
     if not pid.isdigit() or not TOKEN_RE.match(note):
         raise ValueError("bad note")
     b64 = base64.b64encode(note.encode()).decode()
-    out = subprocess.run([PY, PN_DB, "save", pid, b64], check=True,
-                         capture_output=True, text=True).stdout
+    out = subprocess.run(
+        [PY, PN_DB, "save", pid, b64], check=True, capture_output=True, text=True
+    ).stdout
     return json.loads(out)
 
 
+def reader_restart() -> dict:
+    """Restart Patient Notes in the read-back session, so each look-up starts fresh."""
+    subprocess.run(
+        [
+            "powershell",
+            "-NoProfile",
+            "-Command",
+            "Get-CimInstance Win32_Process -Filter \"Name='powershell.exe'\" | "
+            "Where-Object { $_.ProcessId -ne $PID -and "
+            "$_.CommandLine -like '*patient_notes.ps1*' -and "
+            "(Invoke-CimMethod -InputObject $_ -MethodName GetOwner).User -eq 'pnreader' } | "
+            "ForEach-Object { Stop-Process -Id $_.ProcessId -Force }",
+        ],
+        check=True,
+        capture_output=True,
+    )
+    subprocess.run(
+        ["schtasks", "/run", "/tn", "oa-app-pnreader"], check=True, capture_output=True
+    )
+    time.sleep(6)
+    return {"restarted": True}
+
+
 def pn_all() -> list:
-    out = subprocess.run([PY, PN_DB, "all"], check=True, capture_output=True, text=True).stdout
+    out = subprocess.run(
+        [PY, PN_DB, "all"], check=True, capture_output=True, text=True
+    ).stdout
     return json.loads(out)
 
 
 def emr_query(sql: str) -> list[dict]:
-    out = subprocess.run(EMR_SQL + [sql], check=True, capture_output=True, text=True).stdout
+    out = subprocess.run(
+        EMR_SQL + [sql], check=True, capture_output=True, text=True
+    ).stdout
     lines = out.splitlines()
     if not lines:
         return []
@@ -102,14 +159,18 @@ def emr_patients(token: str) -> list[dict]:
 
 def emr_all() -> list[dict]:
     """Every patient row: the record check's whole read set."""
-    return emr_query("SELECT pid, fname, lname, DOB, sex FROM patient_data ORDER BY pid")
+    return emr_query(
+        "SELECT pid, fname, lname, DOB, sex FROM patient_data ORDER BY pid"
+    )
 
 
 def emr_cleanup(prefix: str) -> dict:
     if not TOKEN_RE.match(prefix) or len(prefix) < 4:
         raise ValueError("bad prefix")
     rows = emr_patients(prefix)
-    emr_query(f"DELETE FROM patient_data WHERE fname LIKE '{prefix}%' OR lname LIKE '{prefix}%'")
+    emr_query(
+        f"DELETE FROM patient_data WHERE fname LIKE '{prefix}%' OR lname LIKE '{prefix}%'"
+    )
     return {"deleted": len(rows)}
 
 
@@ -133,6 +194,7 @@ def _route(self) -> object:
             ("pn", "/reset"): lambda: pn_reset(q.get("drift", "none")),
             ("pn", "/all"): pn_all,
             ("pn", "/edge_restart"): edge_restart,
+            ("pn", "/reader_restart"): reader_restart,
             ("pn", "/set_note"): lambda: pn_set_note(q["id"], q["note"]),
             ("emr", "/patients"): lambda: emr_patients(q["token"]),
             ("emr", "/all"): emr_all,
diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-1/reports.tar.gz b/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-1/reports.tar.gz
new file mode 100644
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-1/trials.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-1/trials.json
new file mode 100644
index 0000000000..979b711364
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-1/trials.json
@@ -0,0 +1,6374 @@
+[
+  {
+    "trial": 1,
+    "condition": "healthy",
+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
+      1280,
+      800
+    ],
+    "token": "Oaun1000heal",
+    "success": true,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 11,
+      "ocr": 1
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          684,
+          450
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          146,
+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          272,
+          733
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "ocr",
+        "confidence": 1.0,
+        "point": [
+          602,
+          254
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      }
+    ],
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+    "desktop": [
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+    "token": "Oaun1001heal",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 11
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+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
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+        "safety_halt": false,
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+        "detail": null
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+      {
+        "step_id": "step_001",
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+        "failure_category": null,
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+      {
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+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+      {
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
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+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
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+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
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+        "ok": true,
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+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          272,
+          733
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": false,
+        "skipped": false,
+        "rung": "ocr",
+        "confidence": 0.917,
+        "point": [
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+          369
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_020",
+      "intent": "click 'Confirm Create New Patient'",
+      "reason": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "\u00d7",
+        "Calendar Finder Flow",
+        "emograpr",
+        "1 - 2 of 2",
+        "Calendar",
+        "36",
+        "Mess",
+        "Preferred",
+        "Birth",
+        "External",
+        "Previous",
+        "External ID:",
+        "Hits",
+        "Name",
+        "DOB",
+        "Sex",
+        "ID",
+        "Names",
+        "License/ID:",
+        "2",
+        "Avclab,",
+        "2001-01-",
+        "Female",
+        "User Defined:",
+        "Oaun1000heal",
+        "01",
+        "Billing Note:",
+        "Avclab,Recorded",
+        "Previous Nam",
+        "Confirm Create New Patient",
+        "Cancel",
+        "Contact",
+        "Choices",
+        "Employer",
+        "Stats",
+        "Misc",
+        "Guardian",
+        "Insurance",
+        "Search",
+        "Create New Patient",
+        "8",
+        "O Type here to search",
+        "\u8425",
+        "2:26 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape",
+        "click 'Unassigned'",
+        "type 'F'",
+        "press enter",
+        "click 'Billing Note:'",
+        "press end",
+        "click 'Create New Patient'"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
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+  {
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+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
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+    ],
+    "token": "Oaun1002heal",
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+        "Calendar",
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+        "Search or Add Patient",
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+    "drift": "none",
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+        "safety_halt": true,
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+      }
+    ],
+    "execution_outcome": "HALTED",
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+      "outcome": "halt",
+      "observed_texts": [
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+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
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+        "Message Center",
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+        "Search or Add Patient",
+        "Who",
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+        "Name:",
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+        "Middle Ne",
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+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
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+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
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+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:29 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
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+    },
+    "class": "false_stop",
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+        "Calendar",
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+        "Title:",
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+        "Name:",
+        "Oaun1004heal",
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+        "Middle N\u03b5",
+        "Avclab",
+        "Name Sufi",
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+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
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+        "TueWed",
+        "Thu",
+        "Fri",
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+        "28",
+        "29",
+        "30",
+        "1",
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+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:31 AM",
+        "10/29/2026"
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+        "click recorded visual target",
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+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
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+        "press escape"
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+      },
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+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_014",
+      "intent": "click 'Unassigned'",
+      "reason": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun1005heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
+        "5",
+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
+        "9",
+        "User Defined:",
+        "11",
+        "12",
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+        "20",
+        "21",
+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:33 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
+    "class": "false_stop",
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+    "bpp": 32,
+    "desktop": [
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+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
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+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
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+        "point": [
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+        "safety_halt": false,
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+        "detail": null
+      },
+      {
+        "step_id": "step_001",
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+        "ok": true,
+        "skipped": false,
+        "rung": null,
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+        "point": null,
+        "safety_halt": false,
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+      },
+      {
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+      },
+      {
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+      {
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+      {
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
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+        "ok": true,
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "ok": true,
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+        "rung": null,
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
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+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "intent": "type <first_name>",
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+      },
+      {
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+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "intent": "type '2001-01-01'",
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": false,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+          423
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+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_014",
+      "intent": "click 'Unassigned'",
+      "reason": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun1006heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
+        "5",
+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
+        "9",
+        "User Defined:",
+        "11",
+        "12",
+        "13",
+        "14",
+        "15",
+        "16",
+        "17",
+        "18",
+        "19",
+        "20",
+        "21",
+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:34 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
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+      {
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+      },
+      {
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+        "safety_halt": true,
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+        "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
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+        "Calendar",
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+        "Search or Add Patient",
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+        "Name:",
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+        "Preferred Name:",
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+        "DOB:",
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+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
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+        "Thu",
+        "Fri",
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+        "28",
+        "29",
+        "30",
+        "1",
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+        "5",
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+        "8",
+        "9",
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+        "17",
+        "18",
+        "19",
+        "20",
+        "21",
+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:36 AM",
+        "10/29/2026"
+      ],
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+        "click recorded visual target",
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+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
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+    "desktop": [
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+      {
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+      {
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+      {
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+      {
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "rung": "template",
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+        "failure_category": null,
+        "detail": null
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+      {
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
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+      {
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+        "rung": null,
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+        "safety_halt": false,
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+      {
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+      {
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+        "skipped": false,
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+      {
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+        "safety_halt": true,
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+        "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
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+      "reason": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
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+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
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+        "Name:",
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+        "Preferred Name:",
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+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
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+        "TueWed",
+        "Thu",
+        "Fri",
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+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
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+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:38 AM",
+        "10/29/2026"
+      ],
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+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
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+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": false,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_014",
+      "intent": "click 'Unassigned'",
+      "reason": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun1009heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
+        "5",
+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
+        "9",
+        "User Defined:",
+        "11",
+        "12",
+        "13",
+        "14",
+        "15",
+        "16",
+        "17",
+        "18",
+        "19",
+        "20",
+        "21",
+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:39 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
+    "class": "false_stop",
+    "must_save": true,
+    "elapsed_s": 79.41,
+    "first_frame_sha256": "a71371ffb5afa0b72b6193c4a1e7b98b36c9fb523f3f4f57ed8a05cc27fddb9a",
+    "frame_sha256": [
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+      "d544f9d5acf27e2913689d903c6ff9fd7090b036188b786d774c118ec6bac6aa",
+      "5c95353b44d6c8fbcd39daac332ed06b90735bbfd661dd1227304eb29a6fdb16",
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+      "d544f9d5acf27e2913689d903c6ff9fd7090b036188b786d774c118ec6bac6aa"
+    ]
+  },
+  {
+    "trial": 11,
+    "condition": "bpp16",
+    "drift": "none",
+    "bpp": 16,
+    "desktop": [
+      1280,
+      800
+    ],
+    "token": "Oaun1010bpp1",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 11
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.996,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.998,
+        "point": [
+          684,
+          450
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.997,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          146,
+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          272,
+          733
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": false,
+        "skipped": false,
+        "rung": "ocr",
+        "confidence": 0.917,
+        "point": [
+          602,
+          369
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_020",
+      "intent": "click 'Confirm Create New Patient'",
+      "reason": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "\u00d7",
+        "Calendar Finder Flow",
+        "emograpl",
+        "1 - 2 of 2",
+        "Calendar",
+        "36",
+        "Mess",
+        "Preferred",
+        "Birth",
+        "External",
+        "Previous",
+        "External ID:",
+        "Hits",
+        "Name",
+        "DOB",
+        "Sex",
+        "ID",
+        "Names",
+        "License/ID:",
+        "2",
+        "Avclab,",
+        "2001-01-",
+        "Female",
+        "User Defined:",
+        "Oaun1000heal",
+        "01",
+        "Billing Note:",
+        "Avclab,Recorded",
+        "Previous Nam",
+        "Confirm Create New Patient",
+        "Cancel",
+        "Contact",
+        "Choices",
+        "Employer",
+        "Stats",
+        "Misc",
+        "Guardian",
+        "Insurance",
+        "Search",
+        "Create New Patient",
+        "8",
+        "O Type here to search",
+        "\u8425",
+        "2:41 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape",
+        "click 'Unassigned'",
+        "type 'F'",
+        "press enter",
+        "click 'Billing Note:'",
+        "press end",
+        "click 'Create New Patient'"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
+    "class": "false_stop",
+    "must_save": true,
+    "elapsed_s": 102.02,
+    "first_frame_sha256": "083bf6dca3d0a2f3579c92ffb83a36c174e643e006d5eb1820c4596ea54133d0",
+    "frame_sha256": [
+      "c8c4ff171d5f338ce3e49cdeb9828d82fbb41c344b82534a5e24c654cf204b94",
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+      "abb43324d5f50e0997cb021c3b9dab398f75005752744acd7e7b93ffec1b1313",
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+      "size": [
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+  {
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+    "condition": "bpp16",
+    "drift": "none",
+    "bpp": 16,
+    "desktop": [
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+    "token": "Oaun1011bpp1",
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+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 11
+    },
+    "steps": [
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+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
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+      {
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+        "intent": "click recorded visual target",
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+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "failure_category": null,
+        "detail": null
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+      {
+        "step_id": "step_005",
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+        "skipped": false,
+        "rung": "template",
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+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
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+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+          733
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": false,
+        "skipped": false,
+        "rung": "ocr",
+        "confidence": 0.917,
+        "point": [
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+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_020",
+      "intent": "click 'Confirm Create New Patient'",
+      "reason": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "\u00d7",
+        "Calendar Finder Flow",
+        "emograpl",
+        "1 - 2 of 2",
+        "Calendar",
+        "36",
+        "Mess",
+        "Preferred",
+        "Birth",
+        "External",
+        "Previous",
+        "External ID:",
+        "Hits",
+        "Name",
+        "DOB",
+        "Sex",
+        "ID",
+        "Names",
+        "License/ID:",
+        "2",
+        "Avclab,",
+        "2001-01-",
+        "Female",
+        "User Defined:",
+        "Oaun1000heal",
+        "01",
+        "Billing Note:",
+        "Avclab,Recorded",
+        "Previous Nam",
+        "Confirm Create New Patient",
+        "Cancel",
+        "Contact",
+        "Choices",
+        "Employer",
+        "Stats",
+        "Misc",
+        "Guardian",
+        "Insurance",
+        "Search",
+        "Create New Patient",
+        "8",
+        "O Type here to search",
+        "\u8425",
+        "2:43 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape",
+        "click 'Unassigned'",
+        "type 'F'",
+        "press enter",
+        "click 'Billing Note:'",
+        "press end",
+        "click 'Create New Patient'"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
+    "class": "false_stop",
+    "must_save": true,
+    "elapsed_s": 91.26,
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+  {
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+    "drift": "none",
+    "bpp": 16,
+    "desktop": [
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+    "token": "Oaun1012bpp1",
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+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 11
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+    "steps": [
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+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "rung": null,
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+        "safety_halt": false,
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+      },
+      {
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+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+          558
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
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+      {
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+        "skipped": false,
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+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
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+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          146,
+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          272,
+          733
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": false,
+        "skipped": false,
+        "rung": "ocr",
+        "confidence": 0.917,
+        "point": [
+          602,
+          369
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_020",
+      "intent": "click 'Confirm Create New Patient'",
+      "reason": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "\u00d7",
+        "Calendar Finder Flow",
+        "emograpl",
+        "1 - 2 of 2",
+        "Calendar",
+        "36",
+        "Mess",
+        "Preferred",
+        "Birth",
+        "External",
+        "Previous",
+        "External ID:",
+        "Hits",
+        "Name",
+        "DOB",
+        "Sex",
+        "ID",
+        "Names",
+        "License/ID:",
+        "2",
+        "Avclab,",
+        "2001-01-",
+        "Female",
+        "User Defined:",
+        "Oaun1000heal",
+        "01",
+        "Billing Note:",
+        "Avclab,Recorded",
+        "Previous Nam",
+        "Confirm Create New Patient",
+        "Cancel",
+        "Contact",
+        "Choices",
+        "Employer",
+        "Stats",
+        "Misc",
+        "Guardian",
+        "Insurance",
+        "Search",
+        "Create New Patient",
+        "8",
+        "O Type here to search",
+        "\u8425",
+        "2:45 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape",
+        "click 'Unassigned'",
+        "type 'F'",
+        "press enter",
+        "click 'Billing Note:'",
+        "press end",
+        "click 'Create New Patient'"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
+    "class": "false_stop",
+    "must_save": true,
+    "elapsed_s": 93.14,
+    "first_frame_sha256": "6e520ed6ac80f7419d0145599b1218d72d64e44980d9b41055dd82d418ff7c65",
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+  },
+  {
+    "trial": 14,
+    "condition": "bpp16",
+    "drift": "none",
+    "bpp": 16,
+    "desktop": [
+      1280,
+      800
+    ],
+    "token": "Oaun1013bpp1",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 11
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          684,
+          450
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          146,
+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          272,
+          733
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": false,
+        "skipped": false,
+        "rung": "ocr",
+        "confidence": 0.917,
+        "point": [
+          602,
+          369
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_020",
+      "intent": "click 'Confirm Create New Patient'",
+      "reason": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "\u00d7",
+        "Calendar Finder Flow",
+        "emograpl",
+        "1 - 2 of 2",
+        "Calendar",
+        "36",
+        "Mess",
+        "Preferred",
+        "Birth",
+        "External",
+        "Previous",
+        "External ID:",
+        "Hits",
+        "Name",
+        "DOB",
+        "Sex",
+        "ID",
+        "Names",
+        "License/ID:",
+        "2",
+        "Avclab,",
+        "2001-01-",
+        "Female",
+        "User Defined:",
+        "Oaun1000heal",
+        "01",
+        "Billing Note:",
+        "Avclab,Recorded",
+        "Previous Nam",
+        "Confirm Create New Patient",
+        "Cancel",
+        "Contact",
+        "Choices",
+        "Employer",
+        "Stats",
+        "Misc",
+        "Guardian",
+        "Insurance",
+        "Search",
+        "Create New Patient",
+        "8",
+        "O Type here to search",
+        "\u8425",
+        "2:47 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape",
+        "click 'Unassigned'",
+        "type 'F'",
+        "press enter",
+        "click 'Billing Note:'",
+        "press end",
+        "click 'Create New Patient'"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
+    "class": "false_stop",
+    "must_save": true,
+    "elapsed_s": 87.62,
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+  {
+    "trial": 15,
+    "condition": "bpp16",
+    "drift": "none",
+    "bpp": 16,
+    "desktop": [
+      1280,
+      800
+    ],
+    "token": "Oaun1014bpp1",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 11
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          684,
+          450
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          146,
+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          272,
+          733
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": false,
+        "skipped": false,
+        "rung": "ocr",
+        "confidence": 0.917,
+        "point": [
+          602,
+          369
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_020",
+      "intent": "click 'Confirm Create New Patient'",
+      "reason": "Identity check failed for step 'step_020' (click 'Confirm Create New Patient'): a target was found positionally (rung 'ocr', confidence 0.92) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Cancel Confirm Create New Patient' (coverage 0.71) \u2014 refusing to act; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "\u00d7",
+        "Calendar Finder Flow",
+        "emograpl",
+        "1 - 2 of 2",
+        "Calendar",
+        "36",
+        "Mess",
+        "Preferred",
+        "Birth",
+        "External",
+        "Previous",
+        "External ID:",
+        "Hits",
+        "Name",
+        "DOB",
+        "Sex",
+        "ID",
+        "Names",
+        "License/ID:",
+        "2",
+        "Avclab,",
+        "2001-01-",
+        "Female",
+        "User Defined:",
+        "Oaun1000heal",
+        "01",
+        "Billing Note:",
+        "Avclab,Recorded",
+        "Previous Nam",
+        "Confirm Create New Patient",
+        "Cancel",
+        "Contact",
+        "Choices",
+        "Employer",
+        "Stats",
+        "Misc",
+        "Guardian",
+        "Insurance",
+        "Search",
+        "Create New Patient",
+        "8",
+        "O Type here to search",
+        "\u8425",
+        "2:49 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape",
+        "click 'Unassigned'",
+        "type 'F'",
+        "press enter",
+        "click 'Billing Note:'",
+        "press end",
+        "click 'Create New Patient'"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
+    "class": "false_stop",
+    "must_save": true,
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+  {
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+    "condition": "desktop1440",
+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
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+      900
+    ],
+    "token": "Oaun1015desk",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-2/trials.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-2/trials.json
new file mode 100644
index 0000000000..ad995f3432
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-2/trials.json
@@ -0,0 +1,5387 @@
+[
+  {
+    "trial": 1,
+    "condition": "healthy",
+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
+      1280,
+      800
+    ],
+    "token": "Oaun2000heal",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 8
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          684,
+          450
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.997,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": false,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_014",
+      "intent": "click 'Unassigned'",
+      "reason": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun2000heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
+        "5",
+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
+        "9",
+        "User Defined:",
+        "11",
+        "12",
+        "13",
+        "14",
+        "15",
+        "16",
+        "17",
+        "18",
+        "19",
+        "20",
+        "21",
+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:58 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
+    "class": "false_stop",
+    "must_save": true,
+    "elapsed_s": 87.67,
+    "first_frame_sha256": "a01da85833ef6e781feb2c5bec8e276b6e882acf7bbae4a7be524fd7a3a2d1cd",
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+    "first_frame": {
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+      "size": [
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+    }
+  },
+  {
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+    "condition": "healthy",
+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
+      1280,
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+    "token": "Oaun2001heal",
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+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
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+        "rung": "template",
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+        "detail": null
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+      {
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+        "intent": "type <username>",
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+        "skipped": false,
+        "rung": null,
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+      {
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+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun2001heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
+        "5",
+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
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+        "12",
+        "13",
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+        "19",
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+        "22",
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+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "2:59 AM",
+        "10/29/2026"
+      ],
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+        "click recorded visual target",
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+        "click recorded visual target",
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+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
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+        "press escape"
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+          "pid": "1",
+          "fname": "Oaun2002heal",
+          "lname": "Avclab",
+          "DOB": "2001-01-01",
+          "sex": "Female"
+        }
+      ]
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+      }
+    ],
+    "execution_outcome": "HALTED",
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+      "reason": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun2003heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
+        "5",
+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
+        "9",
+        "User Defined:",
+        "11",
+        "12",
+        "13",
+        "14",
+        "15",
+        "16",
+        "17",
+        "18",
+        "19",
+        "20",
+        "21",
+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "3:04 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
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+        "type <username>",
+        "click recorded visual target",
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+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
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+      },
+      {
+        "step_id": "step_015",
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+        "failure_category": null,
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+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
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+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
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+        "Name:",
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+        "Name Sufi",
+        "Preferred Name:",
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+        "Birth Name:",
+        "Birth First Name",
+        "Middle Ne",
+        "Birth Last Name",
+        "DOB:",
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+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
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+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
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+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
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+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "3:10 AM",
+        "10/29/2026"
+      ],
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+        "press escape"
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+      {
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+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          429,
+          423
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": false,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_014",
+      "intent": "click 'Unassigned'",
+      "reason": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun2008heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
+        "5",
+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
+        "9",
+        "User Defined:",
+        "11",
+        "12",
+        "13",
+        "14",
+        "15",
+        "16",
+        "17",
+        "18",
+        "19",
+        "20",
+        "21",
+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "3:12 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
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+      "rows": []
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+    "class": "false_stop",
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+  {
+    "trial": 10,
+    "condition": "healthy",
+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
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+      800
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+    "token": "Oaun2009heal",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
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+    "steps": [
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+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
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+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+          43
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
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+      },
+      {
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+        "confidence": 0.9,
+        "point": [
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+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Identity check failed for step 'step_011' (click recorded visual target): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Preferred Name: Patient preferred name or name patier' (coverage 0.00) \u2014 refusing to act; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
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+      "intent": "click recorded visual target",
+      "reason": "Identity check failed for step 'step_011' (click recorded visual target): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Preferred Name: Patient preferred name or name patier' (coverage 0.00) \u2014 refusing to act; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
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+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpb",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun2009heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Middle N\u03b5",
+        "Birth Last Name",
+        "DOB:",
+        "Sex:",
+        "Gender Identity:",
+        "Sexual Orientation:",
+        "External ID:",
+        "S.S.:",
+        "License/ID:",
+        "Marital Status:",
+        "User Defined:",
+        "Billing Note:",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "8",
+        "O  Type here to search",
+        "3:13 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": []
+    },
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+  {
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+    "bpp": 16,
+    "desktop": [
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+      800
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+    "token": "Oaun2010bpp1",
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+      },
+      {
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+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
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+        "safety_halt": false,
+        "failure_category": null,
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+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+      {
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+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+      "outcome": "halt",
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+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun2011bpp1",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
+        "2",
+        "3",
+        "License/ID:",
+        "Marital Status:",
+        "5",
+        "6",
+        "10",
+        "4",
+        "7",
+        "8",
+        "9",
+        "User Defined:",
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+        "12",
+        "13",
+        "14",
+        "15",
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+        "18",
+        "19",
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+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "3:17 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
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+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>",
+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
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+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
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+      "intent": "click 'Unassigned'",
+      "reason": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
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+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "D",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun2013bpp1",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or name patier",
+        "Birth Name:",
+        "Birth First Name",
+        "Birth Last Name",
+        "DOB:",
+        "2001-01-01",
+        "Sex:",
+        "Gender Identity:",
+        "October-2026-",
+        "Sexual Orientation:",
+        "External ID:",
+        "Sun Mon",
+        "TueWed",
+        "Thu",
+        "Fri",
+        "Sat",
+        "S.S.:",
+        "27",
+        "28",
+        "29",
+        "30",
+        "1",
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+        "3",
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+        "Marital Status:",
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+        "4",
+        "7",
+        "8",
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+        "User Defined:",
+        "11",
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+        "17",
+        "18",
+        "19",
+        "20",
+        "21",
+        "22",
+        "23",
+        "24",
+        "Billing Note:",
+        "25",
+        "26",
+        "31",
+        "Previous Names:",
+        "Add",
+        "ontart",
+        "O Type here to search",
+        "3:20 AM",
+        "10/29/2026"
+      ],
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+        "click recorded visual target",
+        "type '2001-01-01'",
+        "press escape"
+      ]
+    },
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+    ]
+  },
+  {
+    "trial": 15,
+    "condition": "bpp16",
+    "drift": "none",
+    "bpp": 16,
+    "desktop": [
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+      800
+    ],
+    "token": "Oaun2014bpp1",
+    "success": true,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
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+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          684,
+          450
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
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+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
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+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
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+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          146,
+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
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+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
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+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+          733
+        ],
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+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
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+        "ok": true,
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+          261
+        ],
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+      }
+    ],
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+    "halt": null,
+    "render_scale": null,
+    "db_outcome": "correct",
+    "record_detail": {
+      "rows": [
+        {
+          "pid": "1",
+          "fname": "Oaun2014bpp1",
+          "lname": "Avclab",
+          "DOB": "2001-01-01",
+          "sex": "Female"
+        }
+      ]
+    },
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-3/reports.tar.gz b/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-3/reports.tar.gz
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-3/trials.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-3/trials.json
new file mode 100644
index 0000000000..a7ab87401e
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/emr-run-3/trials.json
@@ -0,0 +1,5136 @@
+[
+  {
+    "trial": 1,
+    "condition": "healthy",
+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
+      1280,
+      800
+    ],
+    "token": "Oaun3000heal",
+    "success": true,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 12
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.997,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          684,
+          450
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          360,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.991,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.998,
+        "point": [
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+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          146,
+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
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+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          272,
+          733
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          600,
+          261
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      }
+    ],
+    "execution_outcome": "COMPLETED_UNVERIFIED",
+    "heal_count": 0,
+    "halt": null,
+    "render_scale": null,
+    "db_outcome": "correct",
+    "record_detail": {
+      "rows": [
+        {
+          "pid": "1",
+          "fname": "Oaun3000heal",
+          "lname": "Avclab",
+          "DOB": "2001-01-01",
+          "sex": "Female"
+        }
+      ],
+      "record_check": {
+        "effect_verdict": "CONFIRMED",
+        "outcome": "verified",
+        "verification_tier": "independent_readback",
+        "checked_how": "system_of_record"
+      }
+    },
+    "class": "verified_save",
+    "must_save": true,
+    "elapsed_s": 115.23,
+    "first_frame_sha256": "52f4c1d7f58a8a83cf28ca457d198d0e29132eeadb4f74f2d6c3a40708e5a7ec",
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+        "detail": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
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+    ],
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+      "reason": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
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+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "Calendar",
+        "X",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search orAddPatient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "First Name",
+        "Middle N\u03b5",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or namepatier",
+        "Birth Name:",
+        "Birth First Name",
+        "Middle N",
+        "Birth Last Name",
+        "DOB:",
+        "Sex:",
+        "Gender Identity:",
+        "Sexual Orientation:",
+        "External ID:",
+        "S.S.:",
+        "License/ID:",
+        "Marital Status:",
+        "User Defined:",
+        "Billing Note:",
+        "Previous Names:",
+        "Add",
+        "ActivateWindows",
+        "Go toSettings toactivateWindows.",
+        "ontact",
+        "8",
+        "O Type here to search",
+        "4:05 AM",
+        "10/29/2026"
+      ],
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+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
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+        "verification_tier": "independent_readback",
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+  {
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+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
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+    "token": "Oaun3003heal",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
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+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
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+        "confidence": 0.996,
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
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+      {
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+      },
+      {
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+        "rung": null,
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+        "failure_category": null,
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+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": false,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+      }
+    ],
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+    "heal_count": 0,
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+      "intent": "click 'First Name'",
+      "reason": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
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+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search orAddPatient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "First Name",
+        "Middle N\u03b5",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or namepatier",
+        "Birth Name:",
+        "Birth First Name",
+        "Middle Ne",
+        "Birth Last Name",
+        "DOB:",
+        "Sex:",
+        "Gender Identity:",
+        "Sexual Orientation:",
+        "External ID:",
+        "S.S.:",
+        "License/ID:",
+        "Marital Status:",
+        "User Defined:",
+        "Billing Note:",
+        "Previous Names:",
+        "Add",
+        "ActivateWindows",
+        "Go toSettings toactivateWindows.",
+        "ontact",
+        "8",
+        "O Type here to search",
+        "\u8425",
+        "4:07 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": [],
+      "record_check": {
+        "effect_verdict": "REFUTED",
+        "outcome": "halted_before_effect",
+        "verification_tier": "independent_readback",
+        "checked_how": "system_of_record"
+      }
+    },
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+      "cc43aedeaf4110870fc94d1630aa244df7139f61e35c0c1288107f4a1b0fa944"
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+  },
+  {
+    "trial": 5,
+    "condition": "healthy",
+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
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+      800
+    ],
+    "token": "Oaun3004heal",
+    "success": false,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 7
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.996,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
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+          450
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+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
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+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.997,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": false,
+        "skipped": false,
+        "rung": "geometry",
+        "confidence": 0.9,
+        "point": [
+          454,
+          349
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Identity check failed for step 'step_011' (click recorded visual target): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Preferred Name: Patient preferred name or namepatier' (coverage 0.00) \u2014 refusing to act; run aborted"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_011",
+      "intent": "click recorded visual target",
+      "reason": "Identity check failed for step 'step_011' (click recorded visual target): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Preferred Name: Patient preferred name or namepatier' (coverage 0.00) \u2014 refusing to act; run aborted",
+      "outcome": "halt",
+      "observed_texts": [
+        "OpenEMR",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "Calendar",
+        "X",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search or Add Patient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "Oaun3004heal",
+        "\u2460",
+        "Middle Ne",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or namepatier",
+        "Birth Name:",
+        "Birth First Name",
+        "Middle N\u03b5",
+        "Birth Last Name",
+        "DOB:",
+        "Sex:",
+        "Gender Identity:",
+        "Sexual Orientation:",
+        "External ID:",
+        "S.S.:",
+        "License/ID:",
+        "Marital Status:",
+        "User Defined:",
+        "Billing Note:",
+        "Previous Names:",
+        "Add",
+        "ActivateWindows",
+        "Go toSettings toactivateWindows.",
+        "ontact",
+        "8",
+        "O Type here to search",
+        "4:08 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click 'ername'",
+        "type <username>",
+        "click recorded visual target",
+        "type <password>",
+        "click 'Login'",
+        "click recorded visual target",
+        "click 'New/Search'",
+        "click 'Last Name'",
+        "type 'Avclab'",
+        "click 'First Name'",
+        "type <first_name>"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "rows": [],
+      "record_check": {
+        "effect_verdict": "REFUTED",
+        "outcome": "halted_before_effect",
+        "verification_tier": "independent_readback",
+        "checked_how": "system_of_record"
+      }
+    },
+    "class": "false_stop",
+    "must_save": true,
+    "elapsed_s": 55.8,
+    "first_frame_sha256": "4dbf59452ed73dc99aa679332ad28fed6ab8724e3b16580685d2fb278a1413db",
+    "frame_sha256": [
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+      "observed_texts": [
+        "OpenEMR",
+        "X",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
+        "Calendar",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search orAddPatient",
+        "Who",
+        "Title:",
+        "Unassigned",
+        "Name:",
+        "First Name",
+        "Middle N\u03b5",
+        "Avclab",
+        "Name Sufi",
+        "Preferred Name:",
+        "Patient preferred name or namepatier",
+        "Birth Name:",
+        "Birth First Name",
+        "Middle Ne",
+        "Birth Last Name",
+        "DOB:",
+        "Sex:",
+        "Gender Identity:",
+        "Sexual Orientation:",
+        "External ID:",
+        "S.S.:",
+        "License/ID:",
+        "Marital Status:",
+        "User Defined:",
+        "Billing Note:",
+        "Previous Names:",
+        "Add",
+        "ActivateWindows",
+        "Go toSettings toactivateWindows.",
+        "ontact",
+        "8",
+        "O Type here to search",
+        "\u8425",
+        "4:10 AM",
+        "10/29/2026"
+      ],
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+        "type <username>",
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+        "click recorded visual target",
+        "click 'New/Search'",
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+          "pid": "1",
+          "fname": "Oaun3006heal",
+          "lname": "Avclab",
+          "DOB": "2001-01-01",
+          "sex": "Female"
+        }
+      ],
+      "record_check": {
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+        "outcome": "verified",
+        "verification_tier": "independent_readback",
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+      }
+    },
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+        "OpenEMR",
+        "Calendar Finder Flow Recalls Messages Patient Fees Modules Procedures Admin Reports Miscellaneous Popups",
+        "Search by any demograpl",
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+        "X",
+        "Message Center",
+        "Search orAdd Patient",
+        "Search orAddPatient",
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+        "Name:",
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+        "Birth Name:",
+        "Birth First Name",
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+        "DOB:",
+        "Sex:",
+        "Gender Identity:",
+        "Sexual Orientation:",
+        "External ID:",
+        "S.S.:",
+        "License/ID:",
+        "Marital Status:",
+        "User Defined:",
+        "Billing Note:",
+        "Previous Names:",
+        "Add",
+        "ActivateWindows",
+        "Go toSettings toactivateWindows.",
+        "ontact",
+        "8",
+        "O Type here to search",
+        "4:17 AM",
+        "10/29/2026"
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+        "click recorded visual target",
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+        "click 'New/Search'",
+        "click 'Last Name'",
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+      },
+      {
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+        "intent": "press escape",
+        "ok": true,
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+          "lname": "Avclab",
+          "DOB": "2001-01-01",
+          "sex": "Female"
+        }
+      ],
+      "record_check": {
+        "effect_verdict": "CONFIRMED",
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+    ]
+  },
+  {
+    "trial": 15,
+    "condition": "bpp16",
+    "drift": "none",
+    "bpp": 16,
+    "desktop": [
+      1280,
+      800
+    ],
+    "token": "Oaun3014bpp1",
+    "success": true,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 12
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click 'ername'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.996,
+        "point": [
+          705,
+          396
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type <username>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_002",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          684,
+          450
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_003",
+        "intent": "type <password>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click 'Login'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          640,
+          558
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          361,
+          43
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'New/Search'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          378,
+          71
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_007",
+        "intent": "click 'Last Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.996,
+        "point": [
+          706,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_008",
+        "intent": "type 'Avclab'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_009",
+        "intent": "click 'First Name'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.996,
+        "point": [
+          445,
+          311
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_010",
+        "intent": "type <first_name>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_011",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.988,
+        "point": [
+          429,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_012",
+        "intent": "type '2001-01-01'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_013",
+        "intent": "press escape",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_014",
+        "intent": "click 'Unassigned'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.998,
+        "point": [
+          965,
+          423
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_015",
+        "intent": "type 'F'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_016",
+        "intent": "press enter",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_017",
+        "intent": "click 'Billing Note:'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 0.999,
+        "point": [
+          146,
+          599
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_018",
+        "intent": "press end",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_019",
+        "intent": "click 'Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          272,
+          733
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_020",
+        "intent": "click 'Confirm Create New Patient'",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          600,
+          260
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      }
+    ],
+    "execution_outcome": "COMPLETED_UNVERIFIED",
+    "heal_count": 0,
+    "halt": null,
+    "render_scale": null,
+    "db_outcome": "correct",
+    "record_detail": {
+      "rows": [
+        {
+          "pid": "1",
+          "fname": "Oaun3014bpp1",
+          "lname": "Avclab",
+          "DOB": "2001-01-01",
+          "sex": "Female"
+        }
+      ],
+      "record_check": {
+        "effect_verdict": "CONFIRMED",
+        "outcome": "verified",
+        "verification_tier": "independent_readback",
+        "checked_how": "system_of_record"
+      }
+    },
+    "class": "verified_save",
+    "must_save": true,
+    "elapsed_s": 90.36,
+    "first_frame_sha256": "ce778ede6adbee0d0fd66b603e652d32588982b3d6f03536438abe5d03668b11",
+    "frame_sha256": [
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+      "11cb99c5229f3ffb03cd41fb69fa929c76cca3921e212084522f7d97fbe0e3cb"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-1/readback.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-1/readback.json
new file mode 100644
index 0000000000..5abd33f815
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-1/readback.json
@@ -0,0 +1,122 @@
+[
+  {
+    "case": 1,
+    "stored": "Rb000note",
+    "expected": "Rb000note",
+    "truth": "confirmed",
+    "verdict": "confirmed",
+    "correct": true,
+    "false_confirm": false,
+    "reason": "field 'note' equals the expected value",
+    "assurance": "screen_readback",
+    "elapsed_s": 35.66
+  },
+  {
+    "case": 2,
+    "stored": "Rb001note",
+    "expected": "Rb001other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 40.44
+  },
+  {
+    "case": 3,
+    "stored": "Rb002note",
+    "expected": "Rb002note",
+    "truth": "confirmed",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 39.34
+  },
+  {
+    "case": 4,
+    "stored": "Rb003note",
+    "expected": "Rb003other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 38.84
+  },
+  {
+    "case": 5,
+    "stored": "Rb004note",
+    "expected": "Rb004note",
+    "truth": "confirmed",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 40.8
+  },
+  {
+    "case": 6,
+    "stored": "Rb005note",
+    "expected": "Rb005other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 39.09
+  },
+  {
+    "case": 7,
+    "stored": "Rb006note",
+    "expected": "Rb006note",
+    "truth": "confirmed",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 39.0
+  },
+  {
+    "case": 8,
+    "stored": "Rb007note",
+    "expected": "Rb007other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 39.03
+  },
+  {
+    "case": 9,
+    "stored": "Rb008note",
+    "expected": "Rb008note",
+    "truth": "confirmed",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 39.05
+  },
+  {
+    "case": 10,
+    "stored": "Rb009note",
+    "expected": "Rb009other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 38.91
+  }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-1/result.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-1/result.json
new file mode 100644
index 0000000000..8f219d5aa0
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-1/result.json
@@ -0,0 +1,125 @@
+{
+  "tier": "3",
+  "cases": [
+    {
+      "case": 1,
+      "stored": "Rb000note",
+      "expected": "Rb000note",
+      "truth": "confirmed",
+      "verdict": "confirmed",
+      "correct": true,
+      "false_confirm": false,
+      "reason": "field 'note' equals the expected value",
+      "assurance": "screen_readback",
+      "elapsed_s": 35.66
+    },
+    {
+      "case": 2,
+      "stored": "Rb001note",
+      "expected": "Rb001other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 40.44
+    },
+    {
+      "case": 3,
+      "stored": "Rb002note",
+      "expected": "Rb002note",
+      "truth": "confirmed",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 39.34
+    },
+    {
+      "case": 4,
+      "stored": "Rb003note",
+      "expected": "Rb003other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 38.84
+    },
+    {
+      "case": 5,
+      "stored": "Rb004note",
+      "expected": "Rb004note",
+      "truth": "confirmed",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 40.8
+    },
+    {
+      "case": 6,
+      "stored": "Rb005note",
+      "expected": "Rb005other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 39.09
+    },
+    {
+      "case": 7,
+      "stored": "Rb006note",
+      "expected": "Rb006note",
+      "truth": "confirmed",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 39.0
+    },
+    {
+      "case": 8,
+      "stored": "Rb007note",
+      "expected": "Rb007other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 39.03
+    },
+    {
+      "case": 9,
+      "stored": "Rb008note",
+      "expected": "Rb008note",
+      "truth": "confirmed",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 39.05
+    },
+    {
+      "case": 10,
+      "stored": "Rb009note",
+      "expected": "Rb009other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view still shows what it showed before the search; it may not have refreshed, so it can't be read as this save; cannot certify the save; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 38.91
+    }
+  ]
+}
\ No newline at end of file
diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-1/reports.tar.gz b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-1/reports.tar.gz
new file mode 100644
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-1/trials.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-1/trials.json
new file mode 100644
index 0000000000..9a9f9254cf
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-1/trials.json
@@ -0,0 +1,5096 @@
+[
+  {
+    "trial": 1,
+    "condition": "healthy",
+    "drift": "none",
+    "bpp": 32,
+    "desktop": [
+      1280,
+      800
+    ],
+    "success": true,
+    "terminal_outcome": null,
+    "error": null,
+    "model_calls": 0,
+    "rung_counts": {
+      "template": 4,
+      "ocr": 1
+    },
+    "steps": [
+      {
+        "step_id": "step_000",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          260,
+          55
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_001",
+        "intent": "type 'Neil'",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-3/reports.tar.gz b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-3/reports.tar.gz
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-3/trials.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-3/trials.json
new file mode 100644
index 0000000000..0f6f0548a5
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-run-3/trials.json
@@ -0,0 +1,5431 @@
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+        "point": [
+          115,
+          144
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_004",
+        "intent": "click recorded visual target",
+        "ok": true,
+        "skipped": false,
+        "rung": "template",
+        "confidence": 1.0,
+        "point": [
+          311,
+          400
+        ],
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_005",
+        "intent": "type <note>",
+        "ok": true,
+        "skipped": false,
+        "rung": null,
+        "confidence": null,
+        "point": null,
+        "safety_halt": false,
+        "failure_category": null,
+        "detail": null
+      },
+      {
+        "step_id": "step_006",
+        "intent": "click 'Save Note'",
+        "ok": false,
+        "skipped": false,
+        "rung": "ocr",
+        "confidence": 1.0,
+        "point": [
+          561,
+          490
+        ],
+        "safety_halt": true,
+        "failure_category": "safety_halt",
+        "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+      }
+    ],
+    "execution_outcome": "HALTED",
+    "heal_count": 0,
+    "halt": {
+      "state_id": "step_006",
+      "intent": "click 'Save Note'",
+      "reason": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation",
+      "outcome": "halt",
+      "observed_texts": [
+        "\u54c1",
+        "Patient Notes-Benchmark Harness",
+        "X",
+        "Neil",
+        "Search",
+        "first",
+        "last",
+        "qop",
+        "N!",
+        "Sorenson",
+        "1984-03-12",
+        "Clinical note:",
+        "Patient: Neil Sorenson (1984-03-12)",
+        "Loaded 1 patients",
+        "Save Note",
+        "ActivateWindows",
+        "Go to Settings to activate Windows.",
+        "8",
+        "O Type here to search",
+        "3:55 AM",
+        "10/29/2026"
+      ],
+      "completed_intents": [
+        "click recorded visual target",
+        "type 'Neil'",
+        "click 'Search'",
+        "click 'eil'",
+        "click recorded visual target",
+        "type <note>"
+      ]
+    },
+    "render_scale": null,
+    "db_outcome": "no_write",
+    "record_detail": {
+      "note_holders": [],
+      "record_check": {
+        "effect_verdict": "REFUTED",
+        "outcome": "reconciliation_required",
+        "verification_tier": "independent_readback",
+        "checked_how": "system_of_record"
+      }
+    },
+    "class": "false_stop",
+    "must_save": true,
+    "elapsed_s": 20.34,
+    "first_frame_sha256": "dbc363f9e8fdc476591bcbc34177bc540644f5e1de6ba3558b39e181b4d6aa9c",
+    "frame_sha256": [
+      "640f0dd684fcc99423771553e161185a0fd890b5d517e6f1ed8df3b5bd42ace7",
+      "dbc363f9e8fdc476591bcbc34177bc540644f5e1de6ba3558b39e181b4d6aa9c",
+      "74454937fee0d4668a64919485a87def0290243e611283df5a38260ddc0eb472",
+      "640f0dd684fcc99423771553e161185a0fd890b5d517e6f1ed8df3b5bd42ace7",
+      "7ad4051206d1301c9627e58adce1da61db80e8fc34c96efc2d903a7d5c4c1036",
+      "74454937fee0d4668a64919485a87def0290243e611283df5a38260ddc0eb472",
+      "646e23c0d91708484e186c81b57cf4c8be0c5278a7994500a65bc5270bd9afd2",
+      "fe653f24d8fae3838b419aefe40d41cb3a61a2159e34c708e0310f737556ef82",
+      "1405c0b4dadca4d9863a6f794091c2502193ae20fe240ca74172f1ceb418e989",
+      "646e23c0d91708484e186c81b57cf4c8be0c5278a7994500a65bc5270bd9afd2",
+      "004453c317ea1dd310db64627983e02eaba50298f789cf07c71abd351beb0cd7",
+      "1405c0b4dadca4d9863a6f794091c2502193ae20fe240ca74172f1ceb418e989",
+      "cb20c3def35b281bb6cc89413adabc8d68c0aadd313be6c59a7b8eb31a28b6c1",
+      "cb20c3def35b281bb6cc89413adabc8d68c0aadd313be6c59a7b8eb31a28b6c1"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/rdp_avc_real/results/environment.json b/packages/flow/benchmark/rdp_avc_real/results/environment.json
new file mode 100644
index 0000000000..49476ffb62
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/environment.json
@@ -0,0 +1,40 @@
+{
+  "schema": "openadapt.rdp-avc444-environment.v1",
+  "captured_at": "2026-10-29T04:35:00Z",
+  "host": {
+    "os": "Microsoft Windows Server 2022 Datacenter Azure Edition 10.0.20348",
+    "azure_size": "Standard_D4ds_v4 (no GPU)",
+    "role": "remote desktop host, remote administration mode (no RD Session Host role, no CAL)",
+    "graphics_policy": {
+      "AVC444ModePreferred": 1,
+      "AVCHardwareEncodePreferred": 1,
+      "bEnumerateHWBeforeSW": 1,
+      "fEnableWddmDriver": 1,
+      "policy_names": [
+        "Prioritize H.264/AVC 444 graphics mode for Remote Desktop Connections: Enabled",
+        "Configure H.264/AVC hardware encoding for Remote Desktop Connections: Enabled (no GPU present, so the encoder is software)",
+        "Use hardware graphics adapters for all Remote Desktop Services sessions: Enabled",
+        "Use WDDM graphics display driver for Remote Desktop Connections: Enabled"
+      ]
+    }
+  },
+  "client": {
+    "os": "Microsoft Windows Server 2022 Datacenter Azure Edition 10.0.20348",
+    "azure_size": "Standard_D2ds_v4",
+    "remote_desktop_client": "Remote Desktop Connection (mstsc.exe) 10.0.20348.5386, mstscax.dll 10.0.20348.5386",
+    "h264_decode": "Server-Media-Foundation feature installed",
+    "session_settings": "1280x800 windowed, 32-bit colour unless the condition says 16-bit or 1440x900; network autodetect on; clipboard and audio redirection off",
+    "transport": "same Azure virtual network (TCP 3389, UDP transport accepted per RdpCoreTS event 131)"
+  },
+  "negotiated_codec": {
+    "source": "host log Microsoft-Windows-RemoteDesktopServices-RdpCoreTS/Operational, event 162",
+    "connections_logged": 24,
+    "window_utc": ["2026-10-29T00:46:54Z", "2026-10-29T04:29:53Z"],
+    "message_on_every_connection": "The client supports version 0xA0600 of the RDP graphics protocol, client mode: 0, AVC available: 1, Initial profile: 2048. Server: vm-rdhost",
+    "interpretation": "AVC available: 1 with Initial profile: 2048 is the documented signal that AVC444 is in use (Microsoft, RDP 10 AVC/H.264 improvements, 2016). No event 170 (hardware encoder) was logged: encoding is software."
+  },
+  "apps": {
+    "patient_notes": "scripts/desktop/patient_notes.ps1 (WinForms) with its SQLite record C:\\oa\\patients.db on the host",
+    "openemr": "openemr/openemr:7.0.3 (patch 4) with mariadb:11.4 on a separate Linux VM, shown in Microsoft Edge app mode on the host; GPL, run as an external app, nothing vendored"
+  }
+}
diff --git a/packages/flow/benchmark/rdp_avc_real/results/frames/ambiguity_refusal_pn_siblings_step_003.png b/packages/flow/benchmark/rdp_avc_real/results/frames/ambiguity_refusal_pn_siblings_step_003.png
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/frames/emr_session_avc444.png b/packages/flow/benchmark/rdp_avc_real/results/frames/emr_session_avc444.png
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/frames/identity_precheck_emr_healthy_step_011.png b/packages/flow/benchmark/rdp_avc_real/results/frames/identity_precheck_emr_healthy_step_011.png
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/frames/pn_session_avc444.png b/packages/flow/benchmark/rdp_avc_real/results/frames/pn_session_avc444.png
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/frames/state_check_pn_decoy_step_002.png b/packages/flow/benchmark/rdp_avc_real/results/frames/state_check_pn_decoy_step_002.png
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diff --git a/packages/flow/benchmark/rdp_avc_real/results/results.json b/packages/flow/benchmark/rdp_avc_real/results/results.json
new file mode 100644
index 0000000000..a56400faee
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/results.json
@@ -0,0 +1,965 @@
+{
+  "schema": "openadapt.rdp-avc444-campaigns.v1",
+  "conditions": {
+    "emr/bpp16": {
+      "trials": 10,
+      "verified_saves": {
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+        "per_100": 70.0,
+        "ci95": [
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+          89.2
+        ]
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+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "silent_wrong_saves": {
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+          27.8
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+      "false_stops": {
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+          60.3
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+      },
+      "stops_on_lookalike": {
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+          27.8
+        ]
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+      "model_calls": 0,
+      "median_elapsed_s": 90.36
+    },
+    "emr/desktop1440": {
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+      "verified_saves": {
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+        "ci95": [
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+        "per_100": 100.0,
+        "ci95": [
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+          100.0
+        ]
+      },
+      "stops_on_lookalike": {
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+    "emr/healthy": {
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+      "verified_saves": {
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+        "ci95": [
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+      "false_stops": {
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+        "per_100": 60.0,
+        "ci95": [
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+    "pn/bpp16": {
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+      "verified_saves": {
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+      "false_stops": {
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+          27.8
+        ]
+      },
+      "model_calls": 0,
+      "median_elapsed_s": 18.72
+    },
+    "pn/decoy": {
+      "trials": 10,
+      "verified_saves": {
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+        "ci95": [
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+      "silent_wrong_saves": {
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+          27.8
+        ]
+      },
+      "false_stops": {
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+        "ci95": [
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+        ]
+      },
+      "model_calls": 0,
+      "median_elapsed_s": 11.38
+    },
+    "pn/desktop1440": {
+      "trials": 10,
+      "verified_saves": {
+        "count": 0,
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+        "ci95": [
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+          27.8
+        ]
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+      "silent_wrong_saves": {
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+        ]
+      },
+      "false_stops": {
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+        "per_100": 100.0,
+        "ci95": [
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+          100.0
+        ]
+      },
+      "stops_on_lookalike": {
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+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "model_calls": 0,
+      "median_elapsed_s": 18.58
+    },
+    "pn/healthy": {
+      "trials": 20,
+      "verified_saves": {
+        "count": 20,
+        "per_100": 100.0,
+        "ci95": [
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+          100.0
+        ]
+      },
+      "wrong_target": {
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+        "per_100": 0.0,
+        "ci95": [
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+          16.1
+        ]
+      },
+      "silent_wrong_saves": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
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+          16.1
+        ]
+      },
+      "false_stops": {
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+        "per_100": 0.0,
+        "ci95": [
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+          16.1
+        ]
+      },
+      "stops_on_lookalike": {
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+        "per_100": 0.0,
+        "ci95": [
+          0.0,
+          16.1
+        ]
+      },
+      "model_calls": 0,
+      "median_elapsed_s": 18.28
+    },
+    "pn/reorder": {
+      "trials": 10,
+      "verified_saves": {
+        "count": 10,
+        "per_100": 100.0,
+        "ci95": [
+          72.2,
+          100.0
+        ]
+      },
+      "wrong_target": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "silent_wrong_saves": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
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+          27.8
+        ]
+      },
+      "false_stops": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "stops_on_lookalike": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "model_calls": 0,
+      "median_elapsed_s": 18.06
+    },
+    "pn/siblings": {
+      "trials": 10,
+      "verified_saves": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "wrong_target": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "silent_wrong_saves": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "false_stops": {
+        "count": 0,
+        "per_100": 0.0,
+        "ci95": [
+          0.0,
+          27.8
+        ]
+      },
+      "stops_on_lookalike": {
+        "count": 10,
+        "per_100": 100.0,
+        "ci95": [
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+          100.0
+        ]
+      },
+      "model_calls": 0,
+      "median_elapsed_s": 6.59
+    }
+  },
+  "stops": [
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 16,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 17,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 18,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 19,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 20,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 21,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "identity_precheck",
+      "step_id": "step_003",
+      "detail": "Identity check failed for step 'step_003' (click 'eil'): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Sorensen 1983-01-19' (coverage 0.00) \u2014 refusing to act; run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 22,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "identity_precheck",
+      "step_id": "step_003",
+      "detail": "Identity check failed for step 'step_003' (click 'eil'): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed '1983-01-19 Sorensen' (coverage 0.00) \u2014 refusing to act; run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 23,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "identity_precheck",
+      "step_id": "step_003",
+      "detail": "Identity check failed for step 'step_003' (click 'eil'): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Sorensen 1983-01-19' (coverage 0.00) \u2014 refusing to act; run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 24,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "identity_precheck",
+      "step_id": "step_003",
+      "detail": "Identity check failed for step 'step_003' (click 'eil'): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Sorensen 1983-01-19' (coverage 0.00) \u2014 refusing to act; run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 25,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "identity_precheck",
+      "step_id": "step_003",
+      "detail": "Identity check failed for step 'step_003' (click 'eil'): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Sorensen 1983-01-19' (coverage 0.00) \u2014 refusing to act; run aborted"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 31,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 32,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 33,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 34,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-1",
+      "app": "pn",
+      "trial": 35,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 16,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 17,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 18,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 19,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 20,
+      "condition": "decoy",
+      "class": "false_stop",
+      "cause": "state_check",
+      "step_id": "step_002",
+      "detail": "Postconditions failed for step 'step_002' (click 'Search'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'Patient: Neil Sorenson (1984-03-12)' \u2014 run aborted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 21,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "ambiguity_refusal",
+      "step_id": "step_003",
+      "detail": "OCR safety refusal for step 'step_003' (click 'eil'): OCR landmark evidence did not uniquely establish a target \u2014 no action was admitted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 22,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "ambiguity_refusal",
+      "step_id": "step_003",
+      "detail": "OCR safety refusal for step 'step_003' (click 'eil'): OCR landmark evidence did not uniquely establish a target \u2014 no action was admitted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 23,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "ambiguity_refusal",
+      "step_id": "step_003",
+      "detail": "OCR safety refusal for step 'step_003' (click 'eil'): OCR landmark evidence did not uniquely establish a target \u2014 no action was admitted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 24,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "ambiguity_refusal",
+      "step_id": "step_003",
+      "detail": "OCR safety refusal for step 'step_003' (click 'eil'): OCR landmark evidence did not uniquely establish a target \u2014 no action was admitted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 25,
+      "condition": "siblings",
+      "class": "stop_on_lookalike",
+      "cause": "ambiguity_refusal",
+      "step_id": "step_003",
+      "detail": "OCR safety refusal for step 'step_003' (click 'eil'): OCR landmark evidence did not uniquely establish a target \u2014 no action was admitted"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 31,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 32,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 33,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 34,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "pn-run-3",
+      "app": "pn",
+      "trial": 35,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "hover_reresolve",
+      "step_id": "step_006",
+      "detail": "Step 'step_006' (click 'Save Note') resolved to (561, 490) after remote pointer hover, not the prepared point (560, 489); refusing a click whose target moved before actuation"
+    },
+    {
+      "campaign": "emr-run-1",
+      "app": "emr",
+      "trial": 16,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "layout_reflow",
+      "step_id": "step_000",
+      "detail": "Postconditions failed for step 'step_000' (click 'ername'): expected screen state not reached (semantic drift) \u2014 failed: region_stable region=(554, 342, 303, 93) \u2014 run aborted"
+    },
+    {
+      "campaign": "emr-run-1",
+      "app": "emr",
+      "trial": 17,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "layout_reflow",
+      "step_id": "step_000",
+      "detail": "Postconditions failed for step 'step_000' (click 'ername'): expected screen state not reached (semantic drift) \u2014 failed: region_stable region=(554, 342, 303, 93) \u2014 run aborted"
+    },
+    {
+      "campaign": "emr-run-1",
+      "app": "emr",
+      "trial": 18,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "layout_reflow",
+      "step_id": "step_000",
+      "detail": "Postconditions failed for step 'step_000' (click 'ername'): expected screen state not reached (semantic drift) \u2014 failed: region_stable region=(554, 342, 303, 93) \u2014 run aborted"
+    },
+    {
+      "campaign": "emr-run-1",
+      "app": "emr",
+      "trial": 19,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "layout_reflow",
+      "step_id": "step_000",
+      "detail": "Postconditions failed for step 'step_000' (click 'ername'): expected screen state not reached (semantic drift) \u2014 failed: region_stable region=(554, 342, 303, 93) \u2014 run aborted"
+    },
+    {
+      "campaign": "emr-run-1",
+      "app": "emr",
+      "trial": 20,
+      "condition": "desktop1440",
+      "class": "false_stop",
+      "cause": "layout_reflow",
+      "step_id": "step_000",
+      "detail": "Postconditions failed for step 'step_000' (click 'ername'): expected screen state not reached (semantic drift) \u2014 failed: region_stable region=(554, 342, 303, 93) \u2014 run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 1,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_014",
+      "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 2,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_014",
+      "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 4,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_014",
+      "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 6,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_009",
+      "detail": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 8,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_014",
+      "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 9,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_014",
+      "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 10,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "identity_precheck",
+      "step_id": "step_011",
+      "detail": "Identity check failed for step 'step_011' (click recorded visual target): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Preferred Name: Patient preferred name or name patier' (coverage 0.00) \u2014 refusing to act; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 12,
+      "condition": "bpp16",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_014",
+      "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 13,
+      "condition": "bpp16",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_014",
+      "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-2",
+      "app": "emr",
+      "trial": 14,
+      "condition": "bpp16",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_014",
+      "detail": "Step 'step_014' (click 'Unassigned'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-3",
+      "app": "emr",
+      "trial": 3,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_009",
+      "detail": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-3",
+      "app": "emr",
+      "trial": 4,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_009",
+      "detail": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-3",
+      "app": "emr",
+      "trial": 5,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "identity_precheck",
+      "step_id": "step_011",
+      "detail": "Identity check failed for step 'step_011' (click recorded visual target): a target was found positionally (rung 'geometry', confidence 0.90) but its surrounding text does not match the recorded target's \u2014 expected '<identity template>', observed 'Preferred Name: Patient preferred name or namepatier' (coverage 0.00) \u2014 refusing to act; run aborted"
+    },
+    {
+      "campaign": "emr-run-3",
+      "app": "emr",
+      "trial": 6,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_009",
+      "detail": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    },
+    {
+      "campaign": "emr-run-3",
+      "app": "emr",
+      "trial": 10,
+      "condition": "healthy",
+      "class": "false_stop",
+      "cause": "timing_codec",
+      "step_id": "step_009",
+      "detail": "Step 'step_009' (click 'First Name'): the screen kept changing at the identity region between the check and the click \u2014 click not delivered; run aborted"
+    }
+  ],
+  "ranked_causes": [
+    {
+      "cause": "timing_codec",
+      "false_stops": 13,
+      "fix": "Wait for the region to settle (bounded) before the identity and stability checks instead of failing on the first changing frame; mask a blinking caret; record the codec's refinement interval.",
+      "where": [
+        "emr/bpp16:step_014",
+        "emr/healthy:step_009",
+        "emr/healthy:step_014"
+      ]
+    },
+    {
+      "cause": "state_check",
+      "false_stops": 10,
+      "fix": "Do not compile an auto-selected row's header text into the next step's postcondition when the row is chosen by a later click.",
+      "where": [
+        "pn/decoy:step_002"
+      ]
+    },
+    {
+      "cause": "hover_reresolve",
+      "false_stops": 10,
+      "fix": "Accept a re-resolve inside the target's own box (or within the codec's measured jitter, 1-2 px) instead of exact pixel equality.",
+      "where": [
+        "pn/desktop1440:step_006"
+      ]
+    },
+    {
+      "cause": "layout_reflow",
+      "false_stops": 5,
+      "fix": "Bind postcondition regions to the resolved target (offsets from it), not the recorded frame's absolute pixels; or halt at the first step with an explicit 'layout changed' reason.",
+      "where": [
+        "emr/desktop1440:step_000"
+      ]
+    },
+    {
+      "cause": "identity_precheck",
+      "false_stops": 2,
+      "fix": "Exclude run parameters and transient dialog content (duplicate lists) from the recorded identity band.",
+      "where": [
+        "emr/healthy:step_011",
+        "pn/siblings:step_003"
+      ]
+    }
+  ],
+  "cause_frames": {
+    "state_check": "state_check_pn_decoy_step_002.png",
+    "ambiguity_refusal": "ambiguity_refusal_pn_siblings_step_003.png",
+    "hover_reresolve": "hover_reresolve_pn_desktop1440_step_006.png",
+    "layout_reflow": "layout_reflow_emr_desktop1440_step_000.png",
+    "timing_codec": "timing_codec_emr_healthy_step_014.png",
+    "identity_precheck": "identity_precheck_emr_healthy_step_011.png"
+  }
+}
\ No newline at end of file
diff --git a/packages/flow/benchmark/rdp_avc_real/results/results_grounding_heldout.json b/packages/flow/benchmark/rdp_avc_real/results/results_grounding_heldout.json
new file mode 100644
index 0000000000..cf3c37eca0
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/results_grounding_heldout.json
@@ -0,0 +1,1912 @@
+{
+  "schema": "openadapt.rdp-avc444-grounding-heldout.v1",
+  "generated_at": "2026-10-29T04:30:23+00:00",
+  "host": {
+    "machine": "arm64",
+    "system": "Darwin",
+    "python": "3.12.13"
+  },
+  "thresholds": {
+    "accept_score": 0.78,
+    "lookalike_margin": 0.15,
+    "template_threshold": 0.985,
+    "tolerance_px": [
+      24,
+      12
+    ]
+  },
+  "summary": {
+    "frames_steps": 86,
+    "scored": 81,
+    "rung_outcomes": {
+      "abstain": 75,
+      "target": 6
+    },
+    "wrong_target": 0,
+    "abstain": 75,
+    "abstain_text_label": 56,
+    "template_found": 74,
+    "template_wrong": 3,
+    "median_ms": 118.7,
+    "max_ms": 158.8
+  },
+  "rows": [
+    {
+      "app": "pn",
+      "campaign": "pn-run-3",
+      "condition": "bpp16",
+      "archive": "pn_run_bpp16.zip",
+      "step_id": "step_000",
+      "text_label": null,
+      "truth": [
+        260,
+        55
+      ],
+      "truth_source": "verified_trial",
+      "rung_outcome": "abstain",
+      "lookalikes": 5,
+      "true_found": true,
+      "true_score": 0.912,
+      "best_other_score": 0.911,
+      "ms": 119.8,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 92.8
+    },
+    {
+      "app": "pn",
+      "campaign": "pn-run-3",
+      "condition": "bpp16",
+      "archive": "pn_run_bpp16.zip",
+      "step_id": "step_002",
+      "text_label": "Search",
+      "truth": [
+        559,
+        55
+      ],
+      "truth_source": "verified_trial",
+      "rung_outcome": "abstain",
+      "lookalikes": 1,
+      "true_found": true,
+      "true_score": 0.929,
+      "best_other_score": 0.725,
+      "ms": 114.5,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 84.7
+    },
+    {
+      "app": "pn",
+      "campaign": "pn-run-3",
+      "condition": "bpp16",
+      "archive": "pn_run_bpp16.zip",
+      "step_id": "step_003",
+      "text_label": "eil",
+      "truth": [
+        115,
+        145
+      ],
+      "truth_source": "verified_trial",
+      "rung_outcome": "abstain",
+      "lookalikes": 5,
+      "true_found": true,
+      "true_score": 0.95,
+      "best_other_score": 0.902,
+      "ms": 115.7,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 84.0
+    },
+    {
+      "app": "pn",
+      "campaign": "pn-run-3",
+      "condition": "bpp16",
+      "archive": "pn_run_bpp16.zip",
+      "step_id": "step_004",
+      "text_label": null,
+      "truth": [
+        311,
+        400
+      ],
+      "truth_source": "verified_trial",
+      "rung_outcome": "abstain",
+      "lookalikes": 4,
+      "true_found": false,
+      "true_score": null,
+      "best_other_score": 0.852,
+      "ms": 91.3,
+      "template_found": false,
+      "template_wrong": true,
+      "template_ms": 74.5
+    },
+    {
+      "app": "pn",
+      "campaign": "pn-run-3",
+      "condition": "bpp16",
+      "archive": "pn_run_bpp16.zip",
+      "step_id": "step_006",
+      "text_label": "Save Note",
+      "truth": [
+        560,
+        489
+      ],
+      "truth_source": "verified_trial",
+      "rung_outcome": "abstain",
+      "lookalikes": 2,
+      "true_found": true,
+      "true_score": 0.889,
+      "best_other_score": 0.757,
+      "ms": 117.9,
+      "template_found": false,
+      "template_wrong": false,
+      "template_ms": 86.1
+    },
+    {
+      "app": "pn",
+      "campaign": "pn-run-3",
+      "condition": "decoy",
+      "archive": "pn_run_decoy.zip",
+      "step_id": "step_000",
+      "text_label": null,
+      "truth": [
+        260,
+        55
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 5,
+      "true_found": true,
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+      "rung_outcome": "abstain",
+      "lookalikes": 6,
+      "true_found": true,
+      "true_score": 0.93,
+      "best_other_score": 0.865,
+      "ms": 115.8,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 86.3
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "bpp16",
+      "archive": "emr_run_bpp16_false_stop.zip",
+      "step_id": "step_009",
+      "text_label": "First Name",
+      "truth": [
+        445,
+        311
+      ],
+      "truth_source": "verified_trial",
+      "rung_outcome": "abstain",
+      "lookalikes": 9,
+      "true_found": true,
+      "true_score": 0.852,
+      "best_other_score": 0.839,
+      "ms": 126.9,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 81.2
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "bpp16",
+      "archive": "emr_run_bpp16_false_stop.zip",
+      "step_id": "step_011",
+      "text_label": null,
+      "truth": [
+        429,
+        423
+      ],
+      "truth_source": "verified_trial",
+      "rung_outcome": "abstain",
+      "lookalikes": 8,
+      "true_found": true,
+      "true_score": 0.818,
+      "best_other_score": 0.814,
+      "ms": 127.5,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 86.9
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "bpp16",
+      "archive": "emr_run_bpp16_false_stop.zip",
+      "step_id": "step_014",
+      "text_label": "Unassigned",
+      "truth": [
+        965,
+        423
+      ],
+      "truth_source": "verified_trial",
+      "rung_outcome": "abstain",
+      "lookalikes": 6,
+      "true_found": true,
+      "true_score": 0.916,
+      "best_other_score": 0.806,
+      "ms": 121.9,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 92.5
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_000",
+      "text_label": "ername",
+      "truth": [
+        705,
+        396
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 2,
+      "true_found": true,
+      "true_score": 0.906,
+      "best_other_score": 0.946,
+      "ms": 123.5,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 85.8
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_002",
+      "text_label": null,
+      "truth": [
+        684,
+        450
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "target",
+      "lookalikes": 2,
+      "true_found": true,
+      "true_score": 0.944,
+      "best_other_score": 0.793,
+      "ms": 115.8,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 93.1
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_004",
+      "text_label": "Login",
+      "truth": [
+        640,
+        558
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 2,
+      "true_found": true,
+      "true_score": 0.937,
+      "best_other_score": 0.787,
+      "ms": 158.8,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 90.6
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_005",
+      "text_label": null,
+      "truth": [
+        361,
+        43
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 6,
+      "true_found": true,
+      "true_score": 0.966,
+      "best_other_score": 0.948,
+      "ms": 120.0,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 87.2
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_006",
+      "text_label": "New/Search",
+      "truth": [
+        378,
+        71
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 1,
+      "true_found": true,
+      "true_score": 0.966,
+      "best_other_score": 0.693,
+      "ms": 143.9,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 81.5
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_007",
+      "text_label": "Last Name",
+      "truth": [
+        706,
+        311
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 6,
+      "true_found": true,
+      "true_score": 0.929,
+      "best_other_score": 0.866,
+      "ms": 116.9,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 86.8
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_009",
+      "text_label": "First Name",
+      "truth": [
+        445,
+        311
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 4,
+      "true_found": true,
+      "true_score": 0.896,
+      "best_other_score": 0.841,
+      "ms": 131.7,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 84.2
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_011",
+      "text_label": null,
+      "truth": [
+        429,
+        423
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 8,
+      "true_found": true,
+      "true_score": 0.811,
+      "best_other_score": 0.825,
+      "ms": 116.0,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 88.6
+    },
+    {
+      "app": "emr",
+      "campaign": "emr-run-2",
+      "condition": "healthy",
+      "archive": "emr_run_healthy.zip",
+      "step_id": "step_014",
+      "text_label": "Unassigned",
+      "truth": [
+        965,
+        423
+      ],
+      "truth_source": "recorded_layout",
+      "rung_outcome": "abstain",
+      "lookalikes": 5,
+      "true_found": true,
+      "true_score": 0.913,
+      "best_other_score": 0.804,
+      "ms": 116.6,
+      "template_found": true,
+      "template_wrong": false,
+      "template_ms": 85.4
+    }
+  ]
+}
\ No newline at end of file
diff --git a/packages/flow/benchmark/rdp_avc_real/runner.py b/packages/flow/benchmark/rdp_avc_real/runner.py
index 2457fe608a..48489d19af 100644
--- a/packages/flow/benchmark/rdp_avc_real/runner.py
+++ b/packages/flow/benchmark/rdp_avc_real/runner.py
@@ -89,9 +89,14 @@ def store_credentials() -> None:
             if user not in creds:
                 continue
             subprocess.run(
-                ["cmdkey", f"/generic:TERMSRV/{target}", f"/user:vm-rdhost\\{user}",
-                 f"/pass:{creds[user]}"],
-                check=True, capture_output=True,
+                [
+                    "cmdkey",
+                    f"/generic:TERMSRV/{target}",
+                    f"/user:vm-rdhost\\{user}",
+                    f"/pass:{creds[user]}",
+                ],
+                check=True,
+                capture_output=True,
             )
         CREDS.unlink()
 
@@ -124,7 +129,8 @@ def main() -> int:
             try:
                 proc = subprocess.run(
                     [sys.executable, str(HERE / "harness.py"), str(running), str(out)],
-                    stdout=log, stderr=subprocess.STDOUT,
+                    stdout=log,
+                    stderr=subprocess.STDOUT,
                     timeout=job.get("timeout_s", 7200),
                 )
                 status = {"exit": proc.returncode}
diff --git a/packages/flow/docs/LIMITS.md b/packages/flow/docs/LIMITS.md
index da9a52d607..3cdcffc007 100644
--- a/packages/flow/docs/LIMITS.md
+++ b/packages/flow/docs/LIMITS.md
@@ -23,6 +23,7 @@ Every published result used synthetic patients, claims and records.
 | OpenEMR 8.0.0.3, local test copies (open-source EHR; its 7.0 release is ONC-certified) | Referral entry by agent, screen program and API step; injected database faults; repair of a relabeled save button; duplicate check |
 | openIMIS, local test copy (open-source insurance and claims system) | Claim entry over a worklist; a relabeled Save sent to repair with no wrong save |
 | Windows 11 over RDP, real network | 3 of 3 effect-confirmed trials, plus a FreeRDP batch |
+| Windows Server 2022 over RDP with H.264/AVC444, stock Remote Desktop client | 105 runs on two apps: 55 database-confirmed saves, 0 wrong-record saves, 40 false stops ([benchmark/rdp_avc_real](../benchmark/rdp_avc_real/README.md)) |
 | Citrix stand-in, no DOM | 3 healthy runs and 3 drift stops through the Citrix backend |
 | WinForms, TextEdit, a GTK3 app | 3 of 3 effects on each native backend |
 | MockMed, MockLoan and fixtures (OpenAdapt's own test apps) | Fault suites, approvals, repair and the agent comparisons |
@@ -43,7 +44,7 @@ signed; the Python packages are published from the reviewed release workflow.
 | Windows UI Automation | **Counted task acceptance** | The native UIA backend completed 3/3 exact WinForms effects and 3/3 refusals for both stale and ambiguous targets. | Acceptance is bound to the tested workflow and Windows environment; each application retains its own identity, effect, and version qualification. |
 | Native macOS automation | **Counted task acceptance** | The AX/AppKit backend completed 3/3 exact TextEdit file effects and refused an ambiguous two-window target; structural record/locate/refuse behavior is covered separately. Known AX-only ` - Google Chrome` and ` - Google Chrome for Testing` window-title suffixes are accepted only for the corresponding exact CoreGraphics application owner; PID, unique-candidate, focused/main, and topmost-window checks remain mandatory. | Acceptance is bound to the tested host and application. Accessibility exposure and supported native actions vary by application. |
 | Native Linux automation | **Counted task acceptance plus required CI** | Required current-main CI exercises AT-SPI against GTK3 with 3 exact effects, 3 ambiguity refusals, and 3 stale-target refusals. | The built-in path is X11. Wayland needs an operator-approved portal session, and each application retains its own qualification. |
-| RDP automation | **Counted task acceptance plus required CI** | A real-network Aardwolf/Windows batch passed 3/3 with an independent guest-tools oracle; a separate real-FreeRDP batch covers record, compile, governed replay, and drift refusal. | The two records do not by themselves cover arbitrary applications, WAN conditions, display policy, or Citrix ICA/HDX. |
+| RDP automation | **Counted task acceptance plus required CI** | A real-network Aardwolf/Windows batch passed 3/3 with an independent guest-tools oracle; a separate real-FreeRDP batch covers record, compile, governed replay, and drift refusal. | The records do not cover arbitrary applications, WAN conditions, or Citrix ICA/HDX. A real AVC444 session (same virtual network, software encoding) stops on 12 of 20 healthy OpenEMR runs; the causes are ranked in benchmark/rdp_avc_real. |
 | Citrix / VDI pixel-window automation | **Required CI plus counted no-DOM stand-in** | The dedicated exact-Workspace-window backend, readiness gate, governed run, and durable resume passed 3 healthy effect-confirmed no-DOM trials plus 3 drift safe-halts. | The retained record explicitly has `ica_hdx_accepted=false`; live ICA/HDX acceptance stays bound to the exact deployment instead of being inferred from a stand-in or RDP. |
 | Managed browser execution | **Separate product target and workflow admissions** | The hosted lane admits attested browser bundles; production mode requires a configured real runner and refuses silent mock fallback. | It does not extend the supported claim to Windows, RDP, Citrix, PHI-bearing shared-cloud execution, an SLA, or a regulated certification. |
 | On-premises / customer-managed deployment | **Release and clean-machine evidence; site acceptance required** | Deployment configuration, local run gates, egress checks, and audit primitives are supplied. | OpenAdapt does not configure the customer's firewall, KMS, storage, identity provider, backups, retention, incident response, or legal compliance program. |
diff --git a/packages/flow/scripts/rdp_avc_lab/reader_creds.ps1 b/packages/flow/scripts/rdp_avc_lab/reader_creds.ps1
new file mode 100644
index 0000000000..63b5873e26
--- /dev/null
+++ b/packages/flow/scripts/rdp_avc_lab/reader_creds.ps1
@@ -0,0 +1,11 @@
+# Run ON vm-client through run_ps.sh (SECRETS="ReaderPassword=rdlab-pnreader").
+# Leaves the read-back logon's password where only `harness` can read it; the
+# next read-back job stores it with cmdkey and deletes the file.
+param(
+  [Parameter(Mandatory = $true)][string]$Password,  # unused; run_ps.sh always sends it
+  [Parameter(Mandatory = $true)][string]$ReaderPassword
+)
+$ErrorActionPreference = "Stop"
+@{ pnreader = $ReaderPassword } | ConvertTo-Json | Set-Content C:\oa\secret\creds.json
+icacls C:\oa\secret\creds.json /inheritance:r /grant "harness:F" /grant "SYSTEM:F" | Out-Null
+"reader credentials staged"
diff --git a/packages/flow/tests/test_bundle_encoding.py b/packages/flow/tests/test_bundle_encoding.py
index 7c2f568c02..ea0cba8124 100644
--- a/packages/flow/tests/test_bundle_encoding.py
+++ b/packages/flow/tests/test_bundle_encoding.py
@@ -17,8 +17,13 @@ def test_save_and_load_ignore_the_platform_codec(tmp_path, monkeypatch):
 
     def cp1252_write_text(self, data, encoding=None, errors=None, newline=None):
         # What text mode does on Windows when no encoding is given.
-        return original(self, data, encoding=encoding or "cp1252", errors=errors,
-                        newline=newline if newline is not None else "\r\n")
+        return original(
+            self,
+            data,
+            encoding=encoding or "cp1252",
+            errors=errors,
+            newline=newline if newline is not None else "\r\n",
+        )
 
     monkeypatch.setattr(pathlib.Path, "write_text", cp1252_write_text)
     workflow = Workflow(name="remote ε — screen", steps=[])

From 3cf40b2e509e4dff3e5fe1aab5ac849cf73c429d Mon Sep 17 00:00:00 2001
From: abrichr <richard.abrich@mldsai.com>
Date: Thu, 29 Oct 2026 00:38:39 -0400
Subject: [PATCH 7/8] benchmark: separate-session read-back results on the
 AVC444 session

---
 .../flow/benchmark/rdp_avc_real/README.md     |  11 +-
 .../campaigns/pn-readback-2/readback.json     | 122 +++++++++++++++++
 .../campaigns/pn-readback-2/result.json       | 125 ++++++++++++++++++
 .../results/frames/readback_session_case1.png | Bin 0 -> 62146 bytes
 4 files changed, 256 insertions(+), 2 deletions(-)
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-2/readback.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-2/result.json
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/frames/readback_session_case1.png

diff --git a/packages/flow/benchmark/rdp_avc_real/README.md b/packages/flow/benchmark/rdp_avc_real/README.md
index f6d16b4986..92416dd6f5 100644
--- a/packages/flow/benchmark/rdp_avc_real/README.md
+++ b/packages/flow/benchmark/rdp_avc_real/README.md
@@ -129,8 +129,14 @@ case first wrote a known note straight into the database. Results are in
   patient before and after its search. The lab's driver had left Neil
   Sorenson open between look-ups, so nothing on screen could prove a
   refresh. That is a lab fault, not a product fault.
-- **Second run:** restarts the reader's app before each look-up.
-  READBACK_SECOND_RUN
+- **Second run:** restarts the reader's app before each look-up. It
+  confirmed all 5 cases whose stored note matched. All 5 mismatches came
+  back INDETERMINATE and halted the run; none was falsely confirmed. The
+  verifier never reports an OCR read that disagrees as REFUTED ("OCR can
+  misread, so this is not proof the save is wrong"). So on the pixel path,
+  read-back can confirm a save or stop a run, but it cannot refute one. A
+  look-up took a median of 45 s. The tier is persisted-state reacquisition
+  (tier 3): a separate logon, without the application's own sign-in.
 
 ## Licence and publishing
 
@@ -193,6 +199,7 @@ SECRETS="EmrPassword=rdlab-emruser PnPassword=rdlab-pnuser" \
 SECRETS="HarnessPassword=rdlab-harness EmrPassword=rdlab-emruser PnPassword=rdlab-pnuser" \
   bash scripts/rdp_avc_lab/run_ps.sh vm-client client_setup.ps1 Ref=<commit>
 bash scripts/rdp_avc_lab/submit_job.sh job.json out/   # {"kind": "pn_campaign" | "emr_campaign" | "pn_readback", ...}
+RG=openadapt-avd-lab bash scripts/citrix_lab/lifecycle.sh stop   # deallocate when idle
 python benchmark/rdp_avc_real/analyze.py out/pn-run-3 out/emr-run-3 ... --out analysis/
 python benchmark/rdp_avc_real/grounding_heldout.py out/pn-run-3 out/emr-run-3 --output ...
 ```
diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-2/readback.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-2/readback.json
new file mode 100644
index 0000000000..4464515005
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-2/readback.json
@@ -0,0 +1,122 @@
+[
+  {
+    "case": 1,
+    "stored": "Rb000note",
+    "expected": "Rb000note",
+    "truth": "confirmed",
+    "verdict": "confirmed",
+    "correct": true,
+    "false_confirm": false,
+    "reason": "field 'note' equals the expected value",
+    "assurance": "screen_readback",
+    "elapsed_s": 53.76
+  },
+  {
+    "case": 2,
+    "stored": "Rb001note",
+    "expected": "Rb001other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 43.39
+  },
+  {
+    "case": 3,
+    "stored": "Rb002note",
+    "expected": "Rb002note",
+    "truth": "confirmed",
+    "verdict": "confirmed",
+    "correct": true,
+    "false_confirm": false,
+    "reason": "field 'note' equals the expected value",
+    "assurance": "screen_readback",
+    "elapsed_s": 46.51
+  },
+  {
+    "case": 4,
+    "stored": "Rb003note",
+    "expected": "Rb003other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 45.22
+  },
+  {
+    "case": 5,
+    "stored": "Rb004note",
+    "expected": "Rb004note",
+    "truth": "confirmed",
+    "verdict": "confirmed",
+    "correct": true,
+    "false_confirm": false,
+    "reason": "field 'note' equals the expected value",
+    "assurance": "screen_readback",
+    "elapsed_s": 45.17
+  },
+  {
+    "case": 6,
+    "stored": "Rb005note",
+    "expected": "Rb005other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 43.58
+  },
+  {
+    "case": 7,
+    "stored": "Rb006note",
+    "expected": "Rb006note",
+    "truth": "confirmed",
+    "verdict": "confirmed",
+    "correct": true,
+    "false_confirm": false,
+    "reason": "field 'note' equals the expected value",
+    "assurance": "screen_readback",
+    "elapsed_s": 45.58
+  },
+  {
+    "case": 8,
+    "stored": "Rb007note",
+    "expected": "Rb007other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 45.09
+  },
+  {
+    "case": 9,
+    "stored": "Rb008note",
+    "expected": "Rb008note",
+    "truth": "confirmed",
+    "verdict": "confirmed",
+    "correct": true,
+    "false_confirm": false,
+    "reason": "field 'note' equals the expected value",
+    "assurance": "screen_readback",
+    "elapsed_s": 42.14
+  },
+  {
+    "case": 10,
+    "stored": "Rb009note",
+    "expected": "Rb009other",
+    "truth": "refuted",
+    "verdict": "indeterminate",
+    "correct": false,
+    "false_confirm": false,
+    "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+    "assurance": "unchecked",
+    "elapsed_s": 43.27
+  }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-2/result.json b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-2/result.json
new file mode 100644
index 0000000000..d0247e3005
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/campaigns/pn-readback-2/result.json
@@ -0,0 +1,125 @@
+{
+  "tier": "3",
+  "cases": [
+    {
+      "case": 1,
+      "stored": "Rb000note",
+      "expected": "Rb000note",
+      "truth": "confirmed",
+      "verdict": "confirmed",
+      "correct": true,
+      "false_confirm": false,
+      "reason": "field 'note' equals the expected value",
+      "assurance": "screen_readback",
+      "elapsed_s": 53.76
+    },
+    {
+      "case": 2,
+      "stored": "Rb001note",
+      "expected": "Rb001other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 43.39
+    },
+    {
+      "case": 3,
+      "stored": "Rb002note",
+      "expected": "Rb002note",
+      "truth": "confirmed",
+      "verdict": "confirmed",
+      "correct": true,
+      "false_confirm": false,
+      "reason": "field 'note' equals the expected value",
+      "assurance": "screen_readback",
+      "elapsed_s": 46.51
+    },
+    {
+      "case": 4,
+      "stored": "Rb003note",
+      "expected": "Rb003other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 45.22
+    },
+    {
+      "case": 5,
+      "stored": "Rb004note",
+      "expected": "Rb004note",
+      "truth": "confirmed",
+      "verdict": "confirmed",
+      "correct": true,
+      "false_confirm": false,
+      "reason": "field 'note' equals the expected value",
+      "assurance": "screen_readback",
+      "elapsed_s": 45.17
+    },
+    {
+      "case": 6,
+      "stored": "Rb005note",
+      "expected": "Rb005other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 43.58
+    },
+    {
+      "case": 7,
+      "stored": "Rb006note",
+      "expected": "Rb006note",
+      "truth": "confirmed",
+      "verdict": "confirmed",
+      "correct": true,
+      "false_confirm": false,
+      "reason": "field 'note' equals the expected value",
+      "assurance": "screen_readback",
+      "elapsed_s": 45.58
+    },
+    {
+      "case": 8,
+      "stored": "Rb007note",
+      "expected": "Rb007other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 45.09
+    },
+    {
+      "case": 9,
+      "stored": "Rb008note",
+      "expected": "Rb008note",
+      "truth": "confirmed",
+      "verdict": "confirmed",
+      "correct": true,
+      "false_confirm": false,
+      "reason": "field 'note' equals the expected value",
+      "assurance": "screen_readback",
+      "elapsed_s": 42.14
+    },
+    {
+      "case": 10,
+      "stored": "Rb009note",
+      "expected": "Rb009other",
+      "truth": "refuted",
+      "verdict": "indeterminate",
+      "correct": false,
+      "false_confirm": false,
+      "reason": "the record view, read by OCR, does not match the input (note); OCR can misread, so this is not proof the save is wrong. Check the record; HALT",
+      "assurance": "unchecked",
+      "elapsed_s": 43.27
+    }
+  ]
+}
\ No newline at end of file
diff --git a/packages/flow/benchmark/rdp_avc_real/results/frames/readback_session_case1.png b/packages/flow/benchmark/rdp_avc_real/results/frames/readback_session_case1.png
new file mode 100644
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literal 0
HcmV?d00001


From 45e311096d2defb77b9755864f13df06ed047959 Mon Sep 17 00:00:00 2001
From: abrichr <richard.abrich@mldsai.com>
Date: Thu, 29 Oct 2026 01:20:38 -0400
Subject: [PATCH 8/8] benchmark: register rdp_avc_real artifacts; allowlist
 seven trial labels; hash list not ignored

---
 .gitleaks.toml                                |  11 +
 .../flow/benchmark/rdp_avc_real/README.md     |   2 +-
 .../rdp_avc_real/results/raw_files.sha256     | 188 ++++++++++++++++++
 packages/flow/public-artifacts.json           |  26 +++
 4 files changed, 226 insertions(+), 1 deletion(-)
 create mode 100644 packages/flow/benchmark/rdp_avc_real/results/raw_files.sha256

diff --git a/.gitleaks.toml b/.gitleaks.toml
index 4feb898a6e..fd25e61328 100644
--- a/.gitleaks.toml
+++ b/.gitleaks.toml
@@ -23,3 +23,14 @@ regexTarget = "secret"
 regexes = [
   '''^397b3becedcd5a98769967ff1ff8501ddc89f8368b8f766e4701377d7dbaabe5$''',
 ]
+
+# benchmark/rdp_avc_real records each trial's made-up note value (job id,
+# trial number, condition) under a "token" key. These seven trip the generic
+# entropy rule; they are lab labels typed into a test app, not credentials.
+[[allowlists]]
+description = "Made-up per-trial note values in benchmark/rdp_avc_real results"
+regexTarget = "secret"
+regexes = [
+  '''^Oaun30(1[5-9])deco$''',
+  '''^Oaun30(21|24)sibl$''',
+]
diff --git a/packages/flow/benchmark/rdp_avc_real/README.md b/packages/flow/benchmark/rdp_avc_real/README.md
index 92416dd6f5..1e2e98d369 100644
--- a/packages/flow/benchmark/rdp_avc_real/README.md
+++ b/packages/flow/benchmark/rdp_avc_real/README.md
@@ -212,7 +212,7 @@ Code versions:
   merged).
 
 Raw outputs (run reports, frames, bundles; 97 MB) are listed by SHA-256 in
-[`results/raw_sha256.txt`](results/raw_sha256.txt). They are kept off the
+[`results/raw_files.sha256`](results/raw_files.sha256). They are kept off the
 repository.
 
 ## Product fix found here
diff --git a/packages/flow/benchmark/rdp_avc_real/results/raw_files.sha256 b/packages/flow/benchmark/rdp_avc_real/results/raw_files.sha256
new file mode 100644
index 0000000000..7e51b5bcd6
--- /dev/null
+++ b/packages/flow/benchmark/rdp_avc_real/results/raw_files.sha256
@@ -0,0 +1,188 @@
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+d27939f88bb9aff7794911bfe5303993b9f72c4ac5be3a925177940551615b48  emr-run-1/emr_bundle.zip
+7ced4c6627d1dc4837aa582dacb938e53e7218f9843e98d2b95fb761c23a8220  emr-run-1/emr_desktop1440_first.png
+36c576e719f09090473b3e08e566d00b4015cffa7b4aca67ce144c2ae36d09e0  emr-run-1/emr_healthy_first.png
+dd723cef06bc48877bf586c5f3b302f34477d6b1cd20dfca2f0c31363b202a08  emr-run-1/emr_record_start.png
+f765f472f9fa3b7a1b94b9902973fba32b53cc2f5deee39d2bc5a6ec425e011f  emr-run-1/emr_run_bpp16.zip
+f9e9df140d78a119f197328e87e5258f37abd9bc9851726cdcaa7c48753ed9b7  emr-run-1/emr_run_desktop1440.zip
+b0f6094bead34cfeff5119f9c02e54d41e74390417ea808736bd3e3d838e5d8d  emr-run-1/emr_run_healthy.zip
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diff --git a/packages/flow/public-artifacts.json b/packages/flow/public-artifacts.json
index c332497a5b..2cda722e07 100644
--- a/packages/flow/public-artifacts.json
+++ b/packages/flow/public-artifacts.json
@@ -272,6 +272,32 @@
     "benchmark/rdp/results.json",
     "benchmark/rdp/results_82a658a_20260718.sanitized.json",
     "benchmark/rdp/results_e2c7acf_20260718.json",
+    "benchmark/rdp_avc_real/results/campaigns/emr-run-1/reports.tar.gz",
+    "benchmark/rdp_avc_real/results/campaigns/emr-run-1/trials.json",
+    "benchmark/rdp_avc_real/results/campaigns/emr-run-2/reports.tar.gz",
+    "benchmark/rdp_avc_real/results/campaigns/emr-run-2/trials.json",
+    "benchmark/rdp_avc_real/results/campaigns/emr-run-3/reports.tar.gz",
+    "benchmark/rdp_avc_real/results/campaigns/emr-run-3/trials.json",
+    "benchmark/rdp_avc_real/results/campaigns/pn-readback-1/readback.json",
+    "benchmark/rdp_avc_real/results/campaigns/pn-readback-1/result.json",
+    "benchmark/rdp_avc_real/results/campaigns/pn-readback-2/readback.json",
+    "benchmark/rdp_avc_real/results/campaigns/pn-readback-2/result.json",
+    "benchmark/rdp_avc_real/results/campaigns/pn-run-1/reports.tar.gz",
+    "benchmark/rdp_avc_real/results/campaigns/pn-run-1/trials.json",
+    "benchmark/rdp_avc_real/results/campaigns/pn-run-3/reports.tar.gz",
+    "benchmark/rdp_avc_real/results/campaigns/pn-run-3/trials.json",
+    "benchmark/rdp_avc_real/results/environment.json",
+    "benchmark/rdp_avc_real/results/frames/ambiguity_refusal_pn_siblings_step_003.png",
+    "benchmark/rdp_avc_real/results/frames/emr_session_avc444.png",
+    "benchmark/rdp_avc_real/results/frames/hover_reresolve_pn_desktop1440_step_006.png",
+    "benchmark/rdp_avc_real/results/frames/identity_precheck_emr_healthy_step_011.png",
+    "benchmark/rdp_avc_real/results/frames/layout_reflow_emr_desktop1440_step_000.png",
+    "benchmark/rdp_avc_real/results/frames/pn_session_avc444.png",
+    "benchmark/rdp_avc_real/results/frames/readback_session_case1.png",
+    "benchmark/rdp_avc_real/results/frames/state_check_pn_decoy_step_002.png",
+    "benchmark/rdp_avc_real/results/frames/timing_codec_emr_healthy_step_014.png",
+    "benchmark/rdp_avc_real/results/results.json",
+    "benchmark/rdp_avc_real/results/results_grounding_heldout.json",
     "benchmark/rdp_ladder/policy.yaml",
     "benchmark/rdp_ladder/results.json",
     "benchmark/rdp_multiapp/campaign.json",