diff --git a/DEMO.md b/DEMO.md index 922ba97..f9048d7 100644 --- a/DEMO.md +++ b/DEMO.md @@ -1,15 +1,20 @@ # Demo video: draft script -**Due:** Oct 14, 2026, 11:59 PM PDT. The video must be 5–10 min, in MP4, WebM or MOV, under 2 GiB. Target **8:00** so there's room to spare. Form answers are drafted in [docs/submission.md](docs/submission.md). +**Due:** Oct 14, 2026, 11:59 PM PDT. The video must be 5–10 min, in MP4, WebM or MOV, under 2 GiB. Currently **~5:15**: the rules require 5–10 min. Form answers are drafted in [docs/submission.md](docs/submission.md). ## The one-two punch +**Thesis (the opening line):** what if Cloudflare Artifacts could make Code Mode self-improving? + + 1. **Code Mode (Cloudflare's insight).** Models are better at writing code than at calling tools one at a time. In Code Mode the agent writes one function that chains tool calls, and Cloudflare calls that code "a compact plan" ([Code Mode MCP post](https://blog.cloudflare.com/code-mode-mcp/)). Each snippet runs in a fresh isolate, which is then thrown away ([Dynamic Workers post](https://blog.cloudflare.com/dynamic-workers/)). 2. **Code memory (ours).** If the code is the plan, then the code an agent writes over time is its experience, and today it's thrown away with the isolate. We keep it: - **Phase 1, durable:** every Code Mode execution is saved to the agent's own Cloudflare Artifacts repo. - **Phase 2, learning:** Workers AI embeddings and Vectorize let the next agent start from the closest code other agents already ran. That measurably improves agent outcomes. -**Tagline:** throw away the isolate, keep the code. +**Title:** Self-Improving Code Mode Workers, with Artifacts Memory. The package stays `codemode-git`. + +**Tagline:** keep the code, and your Workers get smarter over time. **Vocabulary:** say "Cloudflare Artifacts" and "code memory", not "git". Artifacts speaks Git, so mention once that any git client can read it, and move on. We are not pitching a reimagined GitHub. @@ -21,18 +26,34 @@ | Concurrency, coordination, context preservation, review, conflict handling | 25% | Context preservation is Phase 1. Concurrency: the swarm, with one writer per Artifacts repo and no conflicts. Coordination: retrieval plus provenance. Review: memory is shown as unverified, and every example links to its source | | Ease of use and product experience | 25% | Three lines in an existing Code Mode agent, `npm install`, the Deploy button | -## Run of show (~8:00) +## Run of show (~5:15) + +The video is code: [demo/video](demo/video). [transcript.md](demo/video/transcript.md) holds every voiceover line, so treat it as the source of truth for the narration. Edit it and run `npm run voiceover`. + +**Style:** a keynote talk, not a slide deck. Each scene is one idea, shown as an animated diagram, often a before and after. On-screen text is a few words at most, the voiceover carries the detail, and animations are timed to the spoken word. Keep the technical depth (outbox, isomorphic-git, embeddings), because the audience is technical. -| Time | Beat | On screen | Voiceover (draft) | +| # | Scene | Diagram | Point | |---|---|---|---| -| 0:00–0:30 | **Cold open** | Cloudflare's lava lamp wall (LavaRand), then split screen. Agent michelle: "How many lava lamps on the wall are flowing right now?", taking [N] executions to work out that the wall is paginated. Agent matthew: "How many red lava lamps are flowing?", taking one execution | "Cloudflare's lobby has a wall of about a hundred lava lamps, and a camera turns the moving wax into randomness for encryption. Here are two Code Mode agents checking on that wall, with two similar questions. The first one figures it out the hard way. The second gets it right the first time, because it can read the code the first one wrote. This is codemode-git: code memory for Code Mode agents, on Cloudflare Artifacts." | -| 0:30–1:30 | **Punch 1: why Code Mode** | Left: the same task as a chain of individual tool calls, each result going back through the model. Right: one function that walks every page of `lamps.wall` and returns a number | "Cloudflare's Code Mode insight: models are much better at writing code than at calling tools one at a time. They've seen millions of real programs. So instead of ten tool calls, the agent writes one function: loop over every page of the wall, filter, count, return. Cloudflare calls that code a compact plan." | -| 1:30–2:00 | **The gap** | The isolate lifecycle: load → run → discard. The code fades out with it | "Each plan runs in a fresh isolate that's thrown away afterward, which is exactly right for the sandbox. But the plan goes too. The next agent with the same kind of question starts from zero." | -| 2:00–3:15 | **Punch 2, Phase 1: code memory on Artifacts** | The three-line diff. michelle's Artifacts repo: `run.js`, `calls.jsonl`, `result.json`, with the `Codemode-*` trailers in the commit message. One shot of `git clone` | "Add one connector. Every execution is saved to that agent's own Cloudflare Artifacts repo: the code it ran, every tool call with its result, and the outcome. Artifacts gives every agent its own repo, at any scale. It speaks Git, so any git client can read it, but nobody has to. Agents read their own history back with two tools." | -| 3:15–3:45 | **Memory at fleet scale** | `scripts/swarm.mjs` summary. Artifacts dashboard metrics | "[1,000] agents at once: [1,000] Durable Objects, each writing to its own Artifacts repo, [N] runs saved per second, zero conflicts. Each agent is the only writer to its repo, so there's nothing to lock and nothing to merge." | -| 3:45–5:00 | **Phase 2: learning from code memory** | Diagram: saved run → Workers AI embedding of question + code → Vectorize. matthew's question → nearest runs → prompt, labeled unverified. matthew's commit with `Codemode-Examples: agent-michelle@`, then michelle's run it points to | "When a run produces an answer, Workers AI embeds the question and the code into Vectorize. matthew's question is similar to michelle's, so matthew starts with michelle's code, labeled unverified. matthew still writes and runs its own code, but already knows the wall is paginated. Its saved run records exactly which memory it used, so every answer traces back to the code that informed it." | -| 5:00–6:50 | **Deep dive: the benchmark** | DABstep: 450 payments-analysis tasks from Adyen. Learning-curve chart. Official accuracy by level. Small table: code runs 13.8 → 9.4, step-limit exhaustion 13% → 7%, Workers AI spend $26.76. Then a two-column slide: distilled skills vs raw runs | "Does it hold up on real investigations? DABstep is 450 data-analysis tasks over Adyen's payments data, the kind of work Code Mode is built for. Same model, same prompt, scored by Adyen's official scorer. Accuracy goes from 32 to 46 percent, and from 23.5 to 38.6 on hard tasks. The curve shows the learning. For the first eight tasks there's no memory, and both arms cost the same. Within about 25 tasks, the memory arm's median cost falls to about a third of baseline and stays there. One more finding: we first distilled runs into verified, shared skills. That made agents wrong together, because one bad skill spread. Raw runs, labeled unverified, worked better." | -| 6:50–8:00 | **Use it, what's next, close** | `npm install @smithclay/codemode-git`, the three lines, the Deploy to Cloudflare button. An architecture slide: Workers, Worker Loader, Durable Objects, Artifacts, Workers AI, Vectorize, cf CLI, Workers Builds. Closing line | "It's on npm. It's three lines in a Code Mode agent, plus a Deploy to Cloudflare button. Next: index runs as they're pushed, using Artifacts events, and record outcomes alongside the code. Code Mode made code the way agents act. Artifacts makes it the way they remember. Throw away the isolate. Keep the code." | +| 1 | **Thesis** | "What if Cloudflare Artifacts could make Code Mode self-improving?", built phrase by phrase, then the name | The hook is the thesis | +| 2 | **We tried it** | 32.2% → 46.2% counter. "Hard tasks: 23.5% → 38.6%". "+ memory" | The result, as proof of the thesis: same model, same prompt | +| 3 | **Every agent starts from zero** | A grid of agents, each writing code that dissolves | The problem | +| 4 | **Code Mode** | Before: model ⇄ tools ping-pong. After: one program in an isolate | Brief context; the code is the plan | +| 5 | **The gap** | The isolate collapses, and the code falls away | The plan is thrown away | +| 6 | **Phase 1: code memory** | Agents → their own Artifacts repos, with commits stacking up | 1 repo per agent, 1 writer per repo, 0 merges | +| 7 | **Under the hood** | execution ends → Durable Object SQLite outbox → isomorphic-git → Artifacts | How the write path works | +| 8 | **Every attempt, in git** (≥30s) | `git log` of an agent: error, fix, answer | Slot for a VHS recording | +| 9 | **One repo per agent** (≥25s) | 1,000 squares lighting up | Slot for the swarm recording | +| 10 | **Phase 2: learning** | michelle's repo → Workers AI → Vectorize → matthew. A provenance arrow back | Retrieval and `Codemode-Examples` | +| 11 | **Lava lamp wall** (≥60s) | michelle and matthew lanes: runs ✓/✗ and token bars | Slot for the real `walkthrough.mjs` run | +| 12 | **Learning curve** | Median tokens by run position, baseline vs memory | Cold start, then about a third | +| 13 | **Accuracy** | Overall 32.2 → 46.2, hard 23.5 → 38.6 | Right more often, not just cheaper | +| 14 | **Which memory works** | A shared skill hub spreading red to every agent, vs independent raw runs | The skills finding | +| 15 | **Next steps** | Three cards: record outcomes (git notes), index on push (Artifacts events), learn between tasks | What's next | +| 16 | **A new Worker** (≥40s) | VHS recording: `cf init` → install → connector and bindings → `cf deploy --dry-run` | How to start | +| 17 | **Close** | `npm install`, three lines of code, the tagline over the lava wall | Use it | +| 18 | **Credits** | Built by Clay Smith; tech stack credits for the code, benchmark and presentation | Exit slide | + +**Recording slots:** scenes 8, 9 and 11 show placeholders until a recording is added. To add one, put it at `demo/video/public/clips/.mp4` and add the scene id to `public/clips/index.json`. Without recordings the video runs about 3:45. The three recordings add about 80s, which brings it just over the 5-minute minimum; `npm run voiceover` prints the current runtime. ## The walkthrough (michelle → matthew) diff --git a/README.md b/README.md index 9232f36..a84ec86 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# codemode-git +# Self-Improving Code Mode Workers, with Artifacts Memory [![CI](https://github.com/smithclay/codemode-git/actions/workflows/ci.yml/badge.svg)](https://github.com/smithclay/codemode-git/actions/workflows/ci.yml) [![npm](https://img.shields.io/npm/v/@smithclay/codemode-git)](https://www.npmjs.com/package/@smithclay/codemode-git) @@ -7,7 +7,7 @@ [![Deploy to Cloudflare](https://deploy.workers.cloudflare.com/button)](https://deploy.workers.cloudflare.com/?url=https://github.com/smithclay/codemode-git/tree/main/examples/agent) -**Code memory for Code Mode agents, on Cloudflare Artifacts.** Throw away the isolate, keep the code. +**`codemode-git` gives Code Mode agents code memory on Cloudflare Artifacts.** Keep the code, and your Workers get smarter over time. Every [Code Mode](https://www.npmjs.com/package/@cloudflare/codemode) execution becomes a git commit on that agent's own [Cloudflare Artifacts](https://developers.cloudflare.com/artifacts/) repo. Clone it with plain `git` and `git log -p run.js` is the agent's trajectory. diff --git a/demo/video/.gitignore b/demo/video/.gitignore new file mode 100644 index 0000000..699d674 --- /dev/null +++ b/demo/video/.gitignore @@ -0,0 +1,5 @@ +node_modules/ +out/ +.wrangler/ +.cloudflare/ +frames-*/ diff --git a/demo/video/README.md b/demo/video/README.md new file mode 100644 index 0000000..58bae3b --- /dev/null +++ b/demo/video/README.md @@ -0,0 +1,25 @@ +# Demo video + +The competition demo, built with [Remotion](https://www.remotion.dev/). The voiceover is generated on Workers AI with Deepgram Aura-2 (`@cf/deepgram/aura-2-en`), and Whisper (`@cf/openai/whisper`) supplies word timings for the captions. The narration is in [transcript.md](transcript.md), one `## ` section per scene. Scene order, diagrams and recording slots are in [src/script.ts](src/script.ts). The run of show it follows is in [DEMO.md](../../DEMO.md). + +This package sits outside the repo's npm workspaces, so Remotion's headless Chrome doesn't affect CI or the library install. + +```bash +npm install +npm run tts-worker # terminal 1: local Worker with a Workers AI binding, using your cf login +npm run voiceover # terminal 2: regenerates audio for edited sections of transcript.md, then prints the runtime +npm run studio # preview and scrub in the browser +npm run render # out/demo.mp4 +``` + +To skip the local Worker, set `CLOUDFLARE_API_TOKEN` (with Workers AI access) and `CLOUDFLARE_ACCOUNT_ID`, and `npm run voiceover` calls the REST API instead. + +**How timing works:** +- Each scene lasts as long as its voiceover, plus a 0.2s lead-in and a 0.6s hold (`LEAD_IN` and `HOLD` in `src/script.ts`). Keep them small, or they read as dead air. +- Captions use the transcript text the audio was generated from, with Whisper's timings, because Whisper mishears names like "Cloudflare". + +**Cost:** a full regeneration of the voiceover is about 2,850 characters, roughly $0.09 at Aura-2's $0.03 per 1,000 characters. Whisper adds a fraction of a cent. + +**Recordings:** a scene shows `public/clips/.mp4` instead of its diagram when the scene id is listed in `public/clips/index.json`. Scenes with `minSeconds` in the script stretch to that length once their recording exists (the git log, the swarm, and the michelle → matthew run). Until then they last only as long as their narration, so there's no silent padding. + +**Terminal recordings:** `npm run record` records [terminal/new-worker.tape](terminal/new-worker.tape) with [VHS](https://github.com/charmbracelet/vhs): `cf init`, installing Code Mode and codemode-git, the connector and bindings, and `cf deploy --dry-run` (nothing is deployed). [scripts/record.mjs](scripts/record.mjs) then encodes the clip to `public/clips/new-worker.mp4` and lists it in `public/clips/index.json`. VHS's own encoding fails silently with ffmpeg 9, so VHS writes frames and ffmpeg does the encoding. The recording turns off npm's minimum-release-age check for its own shell only, because the `cf init` template pins a `cf` beta that is less than a week old. diff --git a/demo/video/cloudflare.config.ts b/demo/video/cloudflare.config.ts new file mode 100644 index 0000000..2e50988 --- /dev/null +++ b/demo/video/cloudflare.config.ts @@ -0,0 +1,15 @@ +import { bindings, defineConfig } from "cf/config"; + +// A local helper Worker for the video pipeline: `cf dev` runs it with your cf +// login, and scripts/voiceover.mjs calls it for text-to-speech and captions. +// The Workers AI binding always runs remotely, so no API token is needed. +export default defineConfig({ + worker: { + name: "codemode-git-voiceover", + compatibilityDate: "2026-09-30", + entrypoint: "worker/index.ts", + env: { + AI: bindings.ai() + } + } +}); diff --git a/demo/video/package-lock.json b/demo/video/package-lock.json new file mode 100644 index 0000000..b2a30f3 --- /dev/null +++ b/demo/video/package-lock.json @@ -0,0 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"typescript": "^5.9.0", + "wrangler": "^4.147.0" + } +} diff --git a/demo/video/public/clips/index.json b/demo/video/public/clips/index.json new file mode 100644 index 0000000..5d4057a --- /dev/null +++ b/demo/video/public/clips/index.json @@ -0,0 +1,3 @@ +[ + "new-worker" +] diff --git a/demo/video/public/clips/new-worker.mp4 b/demo/video/public/clips/new-worker.mp4 new file mode 100644 index 0000000..1bf8d7c Binary files /dev/null and b/demo/video/public/clips/new-worker.mp4 differ diff --git a/demo/video/public/voiceover/accuracy.mp3 b/demo/video/public/voiceover/accuracy.mp3 new file mode 100644 index 0000000..4d6ffd9 Binary files /dev/null and b/demo/video/public/voiceover/accuracy.mp3 differ diff --git a/demo/video/public/voiceover/close.mp3 b/demo/video/public/voiceover/close.mp3 new file mode 100644 index 0000000..7dc01c5 Binary files /dev/null and b/demo/video/public/voiceover/close.mp3 differ diff --git a/demo/video/public/voiceover/code-memory.mp3 b/demo/video/public/voiceover/code-memory.mp3 new file mode 100644 index 0000000..3f3de4d Binary files /dev/null and b/demo/video/public/voiceover/code-memory.mp3 differ diff --git a/demo/video/public/voiceover/code-mode.mp3 b/demo/video/public/voiceover/code-mode.mp3 new file mode 100644 index 0000000..3277ab5 Binary files /dev/null and b/demo/video/public/voiceover/code-mode.mp3 differ diff --git a/demo/video/public/voiceover/contagion.mp3 b/demo/video/public/voiceover/contagion.mp3 new file mode 100644 index 0000000..1186933 Binary files /dev/null and b/demo/video/public/voiceover/contagion.mp3 differ diff --git a/demo/video/public/voiceover/credits.mp3 b/demo/video/public/voiceover/credits.mp3 new file mode 100644 index 0000000..79a01bb Binary files /dev/null and b/demo/video/public/voiceover/credits.mp3 differ diff --git a/demo/video/public/voiceover/curve.mp3 b/demo/video/public/voiceover/curve.mp3 new file mode 100644 index 0000000..999baa2 Binary files /dev/null and b/demo/video/public/voiceover/curve.mp3 differ diff --git a/demo/video/public/voiceover/gap.mp3 b/demo/video/public/voiceover/gap.mp3 new file mode 100644 index 0000000..75b9a0a Binary files /dev/null and b/demo/video/public/voiceover/gap.mp3 differ diff --git a/demo/video/public/voiceover/hook.mp3 b/demo/video/public/voiceover/hook.mp3 new file mode 100644 index 0000000..7117c84 Binary files /dev/null and b/demo/video/public/voiceover/hook.mp3 differ diff --git a/demo/video/public/voiceover/manifest.json b/demo/video/public/voiceover/manifest.json new file mode 100644 index 0000000..137daa4 --- /dev/null +++ b/demo/video/public/voiceover/manifest.json @@ -0,0 +1,3401 @@ +{ + "thesis": { + "file": "voiceover/thesis.mp3", + "hash": "57cb1c7f56534efa", + "text": "What if Cloudflare Artifacts could make Code Mode in Workers self-improving? 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Accuracy went from thirty-two percent to forty-six. On the hardest tasks, from twenty-three to almost thirty-nine. 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Agents don't call tools one at a time, sending every result back through the model: They write one program against the tools and run it in a fresh Worker isolate. That program is a complete record of how the agent solved the problem.", + "seconds": 18.936, + "words": [ + { + "word": "First,", + "start": 0, + "end": 0.9599999785423279 + }, + { + "word": "let's", + "start": 0.9599999785423279, + "end": 1.4199999570846558 + }, + { + "word": "review", + "start": 1.4199999570846558, + "end": 1.7599999904632568 + }, + { + "word": "CloudFlares", + "start": 1.7599999904632568, + "end": 2.4800000190734863 + }, + { + "word": "Code", + "start": 2.4800000190734863, + "end": 2.9000000953674316 + }, + { + "word": "Mode.", + "start": 2.9000000953674316, + "end": 4 + }, + { + "word": "Agents", + "start": 4, + "end": 4.400000095367432 + }, + { + "word": "don't", + "start": 4.400000095367432, + "end": 4.699999809265137 + }, + { + "word": "call", + "start": 4.699999809265137, + "end": 4.860000133514404 + }, + { + "word": "tools", + "start": 4.860000133514404, + "end": 5.21999979019165 + }, + { + "word": "one", + "start": 5.21999979019165, + "end": 5.559999942779541 + }, + { + "word": "at", + "start": 5.559999942779541, + "end": 5.679999828338623 + }, + { + "word": "a", + "start": 5.679999828338623, + "end": 5.820000171661377 + }, + { + "word": "time,", + "start": 5.820000171661377, + "end": 6.559999942779541 + }, + { + "word": "sending", + "start": 6.559999942779541, + "end": 6.940000057220459 + }, + { + "word": "every", + "start": 6.940000057220459, + "end": 7.300000190734863 + }, + { + "word": "result", + "start": 7.300000190734863, + "end": 7.639999866485596 + }, + { + "word": "back", + "start": 7.639999866485596, + "end": 7.960000038146973 + }, + { + "word": "through", + "start": 7.960000038146973, + "end": 8.260000228881836 + }, + { + "word": "the", + "start": 8.260000228881836, + "end": 8.399999618530273 + }, + { + "word": "model.", + "start": 8.399999618530273, + "end": 9.239999771118164 + }, + { + "word": "They", + "start": 9.239999771118164, + "end": 9.479999542236328 + }, + { + "word": "write", + "start": 9.479999542236328, + "end": 9.699999809265137 + }, + { + "word": "one", + "start": 9.699999809265137, + "end": 10 + }, + { + "word": "program", + "start": 10, + "end": 10.479999542236328 + }, + { + "word": "against", + "start": 10.479999542236328, + "end": 10.899999618530273 + }, + { + "word": "the", + "start": 10.899999618530273, + "end": 11.119999885559082 + }, + { + "word": "tools", + "start": 11.119999885559082, + "end": 11.4399995803833 + }, + { + "word": "and", + "start": 11.4399995803833, + "end": 12.0600004196167 + }, + { + "word": "run", + "start": 12.0600004196167, + "end": 12.279999732971191 + }, + { + "word": "it", + "start": 12.279999732971191, + "end": 12.4399995803833 + }, + { + "word": "in", + "start": 12.4399995803833, + "end": 12.579999923706055 + }, + { + "word": "a", + "start": 12.579999923706055, + "end": 12.680000305175781 + }, + { + "word": "fresh", + "start": 12.680000305175781, + "end": 12.979999542236328 + }, + { + "word": "worker", + "start": 12.979999542236328, + "end": 13.399999618530273 + }, + { + "word": "isolate.", + "start": 13.399999618530273, + "end": 14.680000305175781 + }, + { + "word": "That", + "start": 14.680000305175781, + "end": 14.979999542236328 + }, + { + "word": "program", + "start": 14.979999542236328, + "end": 15.479999542236328 + }, + { + "word": "is", + "start": 15.479999542236328, + "end": 15.739999771118164 + }, + { + "word": "a", + "start": 15.739999771118164, + "end": 15.880000114440918 + }, + { + "word": "complete", + "start": 15.880000114440918, + "end": 16.219999313354492 + }, + { + "word": "record", + "start": 16.219999313354492, + "end": 16.700000762939453 + }, + { + "word": "of", + "start": 16.700000762939453, + "end": 16.959999084472656 + }, + { + "word": "how", + "start": 16.959999084472656, + "end": 17.15999984741211 + }, + { + "word": "the", + "start": 17.15999984741211, + "end": 17.3799991607666 + }, + { + "word": "agent", + "start": 17.3799991607666, + "end": 17.760000228881836 + }, + { + "word": "solve", + "start": 17.760000228881836, + "end": 18.1200008392334 + }, + { + "word": "the", + "start": 18.1200008392334, + "end": 18.3799991607666 + }, + { + "word": "problem.", + "start": 18.3799991607666, + "end": 18.899999618530273 + } + ] + }, + "gap": { + "file": "voiceover/gap.mp3", + "hash": "eef311160da318e7", + "text": "But the isolate is thrown away after every run, and the code goes with it. When similar tasks are given to the agent again, it forgets.", + "seconds": 8.664, + "words": [ + { + "word": "that", + "start": 0, + "end": 0.20000000298023224 + }, + { + "word": "the", + "start": 0.20000000298023224, + "end": 0.3799999952316284 + }, + { + "word": "isolate", + "start": 0.3799999952316284, + "end": 0.6800000071525574 + }, + { + "word": "is", + "start": 0.6800000071525574, + "end": 1.0199999809265137 + }, + { + "word": "thrown", + "start": 1.0199999809265137, + "end": 1.2400000095367432 + }, + { + "word": "away", + "start": 1.2400000095367432, + "end": 1.559999942779541 + }, + { + "word": "after", + "start": 1.559999942779541, + "end": 1.8799999952316284 + }, + { + "word": "every", + "start": 1.8799999952316284, + "end": 2.2200000286102295 + }, + { + "word": "run", + "start": 2.2200000286102295, + "end": 2.4600000381469727 + }, + { + "word": "and", + "start": 2.4600000381469727, + "end": 3.0399999618530273 + }, + { + "word": "the", + "start": 3.0399999618530273, + "end": 3.1600000858306885 + }, + { + "word": "code", + "start": 3.1600000858306885, + "end": 3.380000114440918 + }, + { + "word": "goes", + "start": 3.380000114440918, + "end": 3.640000104904175 + }, + { + "word": "with", + "start": 3.640000104904175, + "end": 3.880000114440918 + }, + { + "word": "it.", + "start": 3.880000114440918, + "end": 4.659999847412109 + }, + { + "word": "When", + "start": 4.659999847412109, + "end": 4.860000133514404 + }, + { + "word": "similar", + "start": 4.860000133514404, + "end": 5.260000228881836 + }, + { + "word": "tasks", + "start": 5.260000228881836, + "end": 5.639999866485596 + }, + { + "word": "are", + "start": 5.639999866485596, + "end": 5.960000038146973 + }, + { + "word": "given", + "start": 5.960000038146973, + "end": 6.199999809265137 + }, + { + "word": "to", + "start": 6.199999809265137, + "end": 6.400000095367432 + }, + { + "word": "the", + "start": 6.400000095367432, + "end": 6.559999942779541 + }, + { + "word": "agent", + "start": 6.559999942779541, + "end": 6.820000171661377 + }, + { + "word": "again,", + "start": 6.820000171661377, + "end": 7.760000228881836 + }, + { + "word": "it", + "start": 7.760000228881836, + "end": 7.900000095367432 + }, + { + "word": "forgets.", + "start": 7.900000095367432, + "end": 8.640000343322754 + } + ] + }, + "code-memory": { + "file": "voiceover/code-memory.mp3", + "hash": "459162f3101d3c1d", + "text": "So we keep it in a Cloudflare Artifact git repository. Every execution becomes a commit on that agent's own personal repo: the code, every tool call and its result, and the outcome. One repo per agent, and one writer per repo. Nothing to lock, nothing to merge.", + "seconds": 20.424, + "words": [ + { + "word": "So", + "start": 0, + "end": 0.36000001430511475 + }, + { + "word": "we", + "start": 0.36000001430511475, + "end": 0.5600000023841858 + }, + { + "word": "keep", + "start": 0.5600000023841858, + "end": 0.7799999713897705 + }, + { + "word": "it", + "start": 0.7799999713897705, + "end": 0.9800000190734863 + }, + { + "word": "in", + "start": 0.9800000190734863, + "end": 1.1799999475479126 + }, + { + "word": "a", + "start": 1.1799999475479126, + "end": 1.3200000524520874 + }, + { + "word": "Cloud", + "start": 1.3200000524520874, + "end": 1.6200000047683716 + }, + { + "word": "Flare", + "start": 1.6200000047683716, + "end": 2.0799999237060547 + }, + { + "word": "Artifact", + "start": 2.0799999237060547, + "end": 2.799999952316284 + }, + { + "word": "Git", + "start": 2.799999952316284, + "end": 3.259999990463257 + }, + { + "word": "repository.", + "start": 3.259999990463257, + "end": 4.760000228881836 + }, + { + "word": "Every", + "start": 4.760000228881836, + "end": 5.039999961853027 + }, + { + "word": "execution", + "start": 5.039999961853027, + "end": 5.71999979019165 + }, + { + "word": "becomes", + "start": 5.71999979019165, + "end": 6.159999847412109 + }, + { + "word": "a", + "start": 6.159999847412109, + "end": 6.400000095367432 + }, + { + "word": "commit", + "start": 6.400000095367432, + "end": 6.699999809265137 + }, + { + "word": "on", + "start": 6.699999809265137, + "end": 6.980000019073486 + }, + { + "word": "that", + "start": 6.980000019073486, + "end": 7.199999809265137 + }, + { + "word": "agent's", + "start": 7.199999809265137, + "end": 7.78000020980835 + }, + { + "word": "own", + "start": 7.78000020980835, + "end": 7.960000038146973 + }, + { + "word": "personal", + "start": 7.960000038146973, + "end": 8.479999542236328 + }, + { + "word": "repo,", + "start": 8.479999542236328, + "end": 9.319999694824219 + }, + { + "word": "the", + "start": 9.319999694824219, + "end": 9.520000457763672 + }, + { + "word": "code,", + "start": 9.520000457763672, + "end": 10.279999732971191 + }, + { + "word": "every", + "start": 10.279999732971191, + "end": 10.65999984741211 + }, + { + "word": "tool", + "start": 10.65999984741211, + "end": 10.9399995803833 + }, + { + "word": "call,", + "start": 10.9399995803833, + "end": 11.600000381469727 + }, + { + "word": "and", + "start": 11.600000381469727, + "end": 11.899999618530273 + }, + { + "word": "its", + "start": 11.899999618530273, + "end": 12.119999885559082 + }, + { + "word": "results,", + "start": 12.119999885559082, + "end": 12.880000114440918 + }, + { + "word": "and", + "start": 12.880000114440918, + "end": 13.220000267028809 + }, + { + "word": "the", + "start": 13.220000267028809, + "end": 13.399999618530273 + }, + { + "word": "outcome.", + "start": 13.399999618530273, + "end": 14.460000038146973 + }, + { + "word": "One", + "start": 14.460000038146973, + "end": 14.619999885559082 + }, + { + "word": "repo", + "start": 14.619999885559082, + "end": 14.960000038146973 + }, + { + "word": "per", + "start": 14.960000038146973, + "end": 15.220000267028809 + }, + { + "word": "agent,", + "start": 15.220000267028809, + "end": 16.059999465942383 + }, + { + "word": "and", + "start": 16.059999465942383, + "end": 16.299999237060547 + }, + { + "word": "one", + "start": 16.299999237060547, + "end": 16.520000457763672 + }, + { + "word": "writer", + "start": 16.520000457763672, + "end": 16.84000015258789 + }, + { + "word": "per", + "start": 16.84000015258789, + "end": 17.1200008392334 + }, + { + "word": "repo.", + "start": 17.1200008392334, + "end": 18.1200008392334 + }, + { + "word": "Nothing", + "start": 18.1200008392334, + "end": 18.399999618530273 + }, + { + "word": "to", + "start": 18.399999618530273, + "end": 18.6200008392334 + }, + { + "word": "lock,", + "start": 18.6200008392334, + "end": 19.31999969482422 + }, + { + "word": "nothing", + "start": 19.31999969482422, + "end": 19.639999389648438 + }, + { + "word": "to", + "start": 19.639999389648438, + "end": 19.8799991607666 + }, + { + "word": "merge.", + "start": 19.8799991607666, + "end": 20.399999618530273 + } + ] + }, + "under-the-hood": { + "file": "voiceover/under-the-hood.mp3", + "hash": "4964807411f4df2b", + "text": "Under the hood, a connector hooks the end of every execution in the Cloudflare SDK. The run lands in a SQLite outbox inside the agent's Durable Object, and git pushes it to Artifacts. 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{ + "file": "voiceover/repo.mp3", + "hash": "e0d4b20fb9f18937", + "seconds": 8.064, + "words": [ + { + "word": "Clone", + "start": 0, + "end": 0.36000001430511475 + }, + { + "word": "an", + "start": 0.36000001430511475, + "end": 0.5600000023841858 + }, + { + "word": "agent's", + "start": 0.5600000023841858, + "end": 1.059999942779541 + }, + { + "word": "repo", + "start": 1.059999942779541, + "end": 1.2999999523162842 + }, + { + "word": "and", + "start": 1.2999999523162842, + "end": 1.940000057220459 + }, + { + "word": "its", + "start": 1.940000057220459, + "end": 2.180000066757202 + }, + { + "word": "log", + "start": 2.180000066757202, + "end": 2.440000057220459 + }, + { + "word": "is", + "start": 2.440000057220459, + "end": 2.7799999713897705 + }, + { + "word": "the", + "start": 2.7799999713897705, + "end": 2.9200000762939453 + }, + { + "word": "agent's", + "start": 2.9200000762939453, + "end": 3.440000057220459 + }, + { + "word": "trajectory.", + "start": 3.440000057220459, + "end": 4.559999942779541 + }, + { + "word": "Every", + "start": 4.559999942779541, + "end": 4.940000057220459 + }, + { + "word": "attempt,", + "start": 4.940000057220459, + "end": 5.880000114440918 + }, + { + "word": "every", + "start": 5.880000114440918, + "end": 6.139999866485596 + }, + { + "word": "fix,", + "start": 6.139999866485596, + "end": 7.139999866485596 + }, + { + "word": "every", + "start": 7.139999866485596, + "end": 7.440000057220459 + }, + { + "word": "answer.", + "start": 7.440000057220459, + "end": 8.039999961853027 + } + ], + "text": "Clone an agent's repo, and its log is the agent's trajectory: every attempt, every fix, every answer." + }, + "scale": { + "file": "voiceover/scale.mp3", + "hash": "bb2d598015c04775", + "seconds": 7.344, + "words": [ + { + "word": "Artifacts", + "start": 0.20000000298023224, + "end": 0.7799999713897705 + }, + { + "word": "is", + "start": 0.7799999713897705, + "end": 0.9800000190734863 + }, + { + "word": "built", + "start": 0.9800000190734863, + 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When a run produces an answer, Workers AI embeds the question and the code into Cloudflare Vectorize. 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Create a Worker with the cf CLI, and install Code Mode and codemode-git. Add the connector and three bindings: Artifacts, a Worker Loader, and a Durable Object. A dry run shows everything wired up.", + "seconds": 16.488, + "words": [ + { + "word": "Getting", + "start": 0, + "end": 0.30000001192092896 + }, + { + "word": "started", + "start": 0.30000001192092896, + "end": 0.6600000262260437 + }, + { + "word": "takes", + "start": 0.6600000262260437, + "end": 0.9800000190734863 + }, + { + "word": "about", + "start": 0.9800000190734863, + "end": 1.2799999713897705 + }, + { + "word": "a", + "start": 1.2799999713897705, + "end": 1.3799999952316284 + }, + { + "word": "minute.", + "start": 1.3799999952316284, + "end": 2.240000009536743 + }, + { + "word": "Create", + "start": 2.240000009536743, + "end": 2.440000057220459 + }, + { + "word": "a", + "start": 2.440000057220459, + "end": 2.640000104904175 + }, + { + "word": "worker", + "start": 2.640000104904175, + "end": 2.940000057220459 + }, + { + "word": "with", + "start": 2.940000057220459, + "end": 3.200000047683716 + }, + { + "word": "the", + "start": 3.200000047683716, + "end": 3.359999895095825 + }, + { + "word": "CF", + "start": 3.359999895095825, + "end": 3.640000104904175 + }, + { + "word": "CLI", + "start": 3.640000104904175, + "end": 4.340000152587891 + }, + { + "word": "and", + "start": 4.340000152587891, + "end": 4.840000152587891 + }, + { + "word": "install", + "start": 4.840000152587891, + "end": 5.179999828338623 + }, + { + "word": "Code", + "start": 5.179999828338623, + "end": 5.599999904632568 + }, + { + "word": "Mode", + "start": 5.599999904632568, + "end": 5.880000114440918 + }, + { + "word": "and", + "start": 5.880000114440918, + "end": 6.260000228881836 + }, + { + "word": "Code", + "start": 6.260000228881836, + "end": 6.579999923706055 + }, + { + "word": "Mode", + "start": 6.579999923706055, + "end": 6.900000095367432 + }, + { + "word": "Git.", + "start": 6.900000095367432, + "end": 7.960000038146973 + }, + { + "word": "Add", + "start": 7.960000038146973, + "end": 8.079999923706055 + }, + { + "word": "the", + "start": 8.079999923706055, + "end": 8.239999771118164 + }, + { + "word": "connector", + "start": 8.239999771118164, + "end": 8.619999885559082 + }, + { + "word": "and", + "start": 8.619999885559082, + "end": 8.920000076293945 + }, + { + "word": "pre", + "start": 8.920000076293945, + "end": 9.100000381469727 + }, + { + "word": "-bindings,", + "start": 9.100000381469727, + "end": 10.260000228881836 + }, + { + "word": "Artifacts,", + "start": 10.260000228881836, + "end": 11.239999771118164 + }, + { + "word": "a", + "start": 11.239999771118164, + "end": 11.300000190734863 + }, + { + "word": "worker", + "start": 11.300000190734863, + "end": 11.579999923706055 + }, + { + "word": "loader,", + "start": 11.579999923706055, + "end": 12.34000015258789 + }, + { + "word": "and", + "start": 12.34000015258789, + "end": 12.579999923706055 + }, + { + "word": "a", + "start": 12.579999923706055, + "end": 12.680000305175781 + }, + { + "word": "durable", + "start": 12.680000305175781, + "end": 12.979999542236328 + }, + { + "word": "object.", + "start": 12.979999542236328, + "end": 14.279999732971191 + }, + { + "word": "A", + "start": 14.279999732971191, + "end": 14.380000114440918 + }, + { + "word": "dry", + "start": 14.380000114440918, + "end": 14.600000381469727 + }, + { + "word": "run", + "start": 14.600000381469727, + "end": 14.84000015258789 + }, + { + "word": "shows", + "start": 14.84000015258789, + "end": 15.119999885559082 + }, + { + "word": "everything", + "start": 15.119999885559082, + "end": 15.65999984741211 + }, + { + "word": "wired", + "start": 15.65999984741211, + "end": 16.020000457763672 + }, + { + "word": "up.", + "start": 16.020000457763672, + "end": 16.459999084472656 + } + ] + }, + "close": { + "file": "voiceover/close.mp3", + "hash": "4189b14a9278e2da", + "text": "It's on npm: three lines in any Code Mode agent. Keep the code, and your Workers get smarter over time.", + "seconds": 7.704, + "words": [ + { + "word": "It's", + "start": 0, + "end": 0.30000001192092896 + }, + { + "word": "on", + "start": 0.30000001192092896, + "end": 0.41999998688697815 + }, + { + "word": "NPM.", + "start": 0.41999998688697815, + "end": 1.6399999856948853 + }, + { + "word": "Three", + "start": 1.6399999856948853, + "end": 1.8799999952316284 + }, + { + "word": "lines", + "start": 1.8799999952316284, + "end": 2.1600000858306885 + }, + { + "word": "in", + "start": 2.1600000858306885, + "end": 2.619999885559082 + }, + { + "word": "any", + "start": 2.619999885559082, + "end": 3.0199999809265137 + }, + { + "word": "code", + "start": 3.0199999809265137, + "end": 3.359999895095825 + }, + { + "word": "mode", + "start": 3.359999895095825, + "end": 3.6600000858306885 + }, + { + "word": "agent.", + "start": 3.6600000858306885, + "end": 4.800000190734863 + }, + { + "word": "Keep", + "start": 4.800000190734863, + "end": 4.960000038146973 + }, + { + "word": "the", + "start": 4.960000038146973, + "end": 5.159999847412109 + }, + { + "word": "code", + "start": 5.159999847412109, + "end": 5.420000076293945 + }, + { + "word": "and", + "start": 5.420000076293945, + "end": 5.659999847412109 + }, + { + "word": "your", + "start": 5.659999847412109, + "end": 5.820000171661377 + }, + { + "word": "workers", + "start": 5.820000171661377, + "end": 6.139999866485596 + }, + { + "word": "get", + "start": 6.139999866485596, + "end": 6.420000076293945 + }, + { + "word": "smarter", + "start": 6.420000076293945, + "end": 6.820000171661377 + }, + { + "word": "over", + "start": 6.820000171661377, + "end": 7.179999828338623 + }, + { + "word": "time.", + "start": 7.179999828338623, + "end": 7.679999828338623 + } + ] + }, + "credits": { + "file": "voiceover/credits.mp3", + "hash": "9cfeae5596cc48c7", + "text": "Built by Clay Smith, on Cloudflare. Thanks for watching.", + "seconds": 3.888, + "words": [ + { + "word": "Built", + "start": 0, + "end": 0.2800000011920929 + }, + { + "word": "by", + "start": 0.2800000011920929, + "end": 0.5199999809265137 + }, + { + "word": "Clay", + "start": 0.5199999809265137, + "end": 0.7400000095367432 + }, + { + "word": "Smith", + "start": 0.7400000095367432, + "end": 1.0399999618530273 + }, + { + "word": "on", + "start": 1.0399999618530273, + "end": 1.6200000047683716 + }, + { + "word": "Cloudflare.", + "start": 1.6200000047683716, + "end": 2.7799999713897705 + }, + { + "word": "Thanks", + "start": 2.7799999713897705, + "end": 3.200000047683716 + }, + { + "word": "for", + "start": 3.200000047683716, + "end": 3.380000114440918 + }, + { + "word": "watching.", + "start": 3.380000114440918, + "end": 3.859999895095825 + } + ] + } +} diff --git a/demo/video/public/voiceover/new-worker.mp3 b/demo/video/public/voiceover/new-worker.mp3 new file mode 100644 index 0000000..4a51c27 Binary files /dev/null and b/demo/video/public/voiceover/new-worker.mp3 differ diff --git a/demo/video/public/voiceover/next-steps.mp3 b/demo/video/public/voiceover/next-steps.mp3 new file mode 100644 index 0000000..534df74 Binary files /dev/null and b/demo/video/public/voiceover/next-steps.mp3 differ diff --git a/demo/video/public/voiceover/recall.mp3 b/demo/video/public/voiceover/recall.mp3 new file mode 100644 index 0000000..c920d7e Binary files /dev/null and b/demo/video/public/voiceover/recall.mp3 differ diff --git a/demo/video/public/voiceover/repo.mp3 b/demo/video/public/voiceover/repo.mp3 new file mode 100644 index 0000000..cf4343a Binary files /dev/null and b/demo/video/public/voiceover/repo.mp3 differ diff --git a/demo/video/public/voiceover/scale.mp3 b/demo/video/public/voiceover/scale.mp3 new file mode 100644 index 0000000..f77c3a7 Binary files /dev/null and b/demo/video/public/voiceover/scale.mp3 differ diff --git a/demo/video/public/voiceover/thesis.mp3 b/demo/video/public/voiceover/thesis.mp3 new file mode 100644 index 0000000..95dc480 Binary files /dev/null and b/demo/video/public/voiceover/thesis.mp3 differ diff --git a/demo/video/public/voiceover/under-the-hood.mp3 b/demo/video/public/voiceover/under-the-hood.mp3 new file mode 100644 index 0000000..0da1fc3 Binary files /dev/null and b/demo/video/public/voiceover/under-the-hood.mp3 differ diff --git a/demo/video/public/voiceover/vanish.mp3 b/demo/video/public/voiceover/vanish.mp3 new file mode 100644 index 0000000..4e4e117 Binary files /dev/null and b/demo/video/public/voiceover/vanish.mp3 differ diff --git a/demo/video/public/voiceover/walkthrough.mp3 b/demo/video/public/voiceover/walkthrough.mp3 new file mode 100644 index 0000000..bd4c939 Binary files /dev/null and b/demo/video/public/voiceover/walkthrough.mp3 differ diff --git a/demo/video/scripts/record.mjs b/demo/video/scripts/record.mjs new file mode 100644 index 0000000..d3df194 --- /dev/null +++ b/demo/video/scripts/record.mjs @@ -0,0 +1,41 @@ +#!/usr/bin/env node +// Records a terminal scene with VHS and encodes it for the video: +// node scripts/record.mjs [new-worker] +// VHS writes text and cursor frames to frames-/; ffmpeg +// overlays them, centers them on a 1920×1080 background, and writes +// public/clips/.mp4. (VHS's built-in encoding fails silently with +// ffmpeg 9.) Then add to public/clips/index.json. + +import { execFileSync } from "node:child_process"; +import { existsSync, mkdirSync, readFileSync, rmSync, writeFileSync } from "node:fs"; +import { dirname, join } from "node:path"; +import { fileURLToPath } from "node:url"; + +const root = join(dirname(fileURLToPath(import.meta.url)), ".."); +const name = process.argv[2] ?? "new-worker"; +// VHS only writes frames to a single-level directory, so: frames-/. +const frames = join(root, `frames-${name}`); +const out = join(root, "public/clips", `${name}.mp4`); + +rmSync(frames, { recursive: true, force: true }); +// It must not exist beforehand either: VHS writes nothing into an existing one. +execFileSync("vhs", [join("terminal", `${name}.tape`)], { cwd: root, stdio: "inherit" }); +if (!existsSync(join(frames, "frame-text-00001.png"))) throw new Error(`VHS wrote no frames to ${frames}`); + +mkdirSync(dirname(out), { recursive: true }); +execFileSync("ffmpeg", [ + "-v", "error", "-y", + "-framerate", "30", "-i", join(frames, "frame-text-%05d.png"), + "-framerate", "30", "-i", join(frames, "frame-cursor-%05d.png"), + "-filter_complex", + "[0][1]overlay,pad=1920:1080:(ow-iw)/2:(oh-ih)/2:color=0x0f1115,format=yuv420p", + "-c:v", "libx264", "-crf", "18", "-movflags", "+faststart", + out +], { stdio: "inherit" }); +rmSync(frames, { recursive: true, force: true }); + +const indexPath = join(root, "public/clips/index.json"); +const index = existsSync(indexPath) ? JSON.parse(readFileSync(indexPath, "utf8")) : []; +if (!index.includes(name)) writeFileSync(indexPath, JSON.stringify([...index, name], null, 2) + "\n"); +const seconds = Number(execFileSync("ffprobe", ["-v", "error", "-show_entries", "format=duration", "-of", "csv=p=0", out]).toString()); +console.log(`${out}: ${seconds.toFixed(1)}s; "${name}" is listed in public/clips/index.json`); diff --git a/demo/video/scripts/voiceover.mjs b/demo/video/scripts/voiceover.mjs new file mode 100644 index 0000000..3a5d769 --- /dev/null +++ b/demo/video/scripts/voiceover.mjs @@ -0,0 +1,143 @@ +#!/usr/bin/env node +// Generates the voiceover for every scene with Workers AI, from the text in +// transcript.md (one "## " section per scene in src/script.ts): +// Deepgram Aura-2 for speech, Whisper for word timings (captions). +// +// Two ways to reach Workers AI: +// 1. The local helper Worker (default): `npm run tts-worker` in another +// terminal, which uses your cf login. Override with VOICE_URL. +// 2. The REST API: set CLOUDFLARE_API_TOKEN and CLOUDFLARE_ACCOUNT_ID. +// +// Writes public/voiceover/.mp3 and public/voiceover/manifest.json +// (with the text each clip was generated from, for captions). A scene is +// regenerated only when its text or speaker changes. + +import { createHash } from "node:crypto"; +import { execFileSync } from "node:child_process"; +import { existsSync, mkdirSync, readFileSync, writeFileSync } from "node:fs"; +import { dirname, join } from "node:path"; +import { fileURLToPath } from "node:url"; +import { sceneSeconds, scenes, SPEAKER } from "../src/script.ts"; + +const root = join(dirname(fileURLToPath(import.meta.url)), ".."); +const outDir = join(root, "public/voiceover"); +const manifestPath = join(outDir, "manifest.json"); +mkdirSync(outDir, { recursive: true }); + +const token = process.env.CLOUDFLARE_API_TOKEN; +const account = process.env.CLOUDFLARE_ACCOUNT_ID; +const voiceUrl = process.env.VOICE_URL ?? "http://localhost:8788"; +const rest = (model) => `https://api.cloudflare.com/client/v4/accounts/${account}/ai/run/${model}`; + +async function speak(text) { + const res = + token && account + ? await fetch(rest("@cf/deepgram/aura-2-en"), { + method: "POST", + headers: { authorization: `Bearer ${token}`, "content-type": "application/json" }, + body: JSON.stringify({ text, speaker: SPEAKER, encoding: "mp3" }) + }) + : await fetch(`${voiceUrl}/tts`, { + method: "POST", + headers: { "content-type": "application/json" }, + body: JSON.stringify({ text, speaker: SPEAKER }) + }); + if (!res.ok) throw new Error(`tts: HTTP ${res.status} ${(await res.text()).slice(0, 200)}`); + return Buffer.from(await res.arrayBuffer()); +} + +async function transcribe(audio) { + const res = + token && account + ? await fetch(rest("@cf/openai/whisper"), { method: "POST", headers: { authorization: `Bearer ${token}` }, body: audio }) + : await fetch(`${voiceUrl}/transcribe`, { method: "POST", body: audio }); + if (!res.ok) throw new Error(`transcribe: HTTP ${res.status} ${(await res.text()).slice(0, 200)}`); + const body = await res.json(); + return (body.result ?? body).words ?? []; +} + +// Workers AI occasionally drops a connection; retry a few times. +async function retry(label, fn) { + for (let attempt = 1; ; attempt++) { + try { + return await fn(); + } catch (err) { + if (attempt >= 4) throw err; + process.stderr.write(`(${label} failed: ${String(err.message ?? err).slice(0, 80)}; retrying) `); + await new Promise((r) => setTimeout(r, 1000 * attempt)); + } + } +} + +// "## " sections; HTML comments are dropped and lines joined. +function readTranscript() { + const md = readFileSync(join(root, "transcript.md"), "utf8").replace(//g, ""); + const sections = {}; + let id = null; + for (const line of md.split("\n")) { + const heading = /^##\s+(.*?)\s*$/.exec(line); + if (heading) { + id = heading[1]; + if (/\s/.test(id)) throw new Error(`transcript.md: "## ${id}" — scene ids can't contain spaces (use "${id.replace(/\s+/g, "-")}" and match src/script.ts)`); + if (id in sections) throw new Error(`transcript.md: duplicate section "## ${id}"`); + sections[id] = []; + } else if (id) { + sections[id].push(line.trim()); + } + } + const text = Object.fromEntries(Object.entries(sections).map(([k, lines]) => [k, lines.filter(Boolean).join(" ")])); + const ids = scenes.map((s) => s.id); + const missing = ids.filter((k) => !text[k]); + const extra = Object.keys(text).filter((k) => !ids.includes(k)); + if (missing.length || extra.length) { + throw new Error( + `transcript.md doesn't match src/script.ts.` + + (missing.length ? ` Missing or empty: ${missing.join(", ")}.` : "") + + (extra.length ? ` Unknown sections: ${extra.join(", ")}.` : "") + ); + } + return text; +} + +const duration = (file) => + Number(execFileSync("ffprobe", ["-v", "error", "-show_entries", "format=duration", "-of", "csv=p=0", file]).toString().trim()); + +const transcript = readTranscript(); +const previous = existsSync(manifestPath) ? JSON.parse(readFileSync(manifestPath, "utf8")) : {}; +const manifest = {}; +let generated = 0; +for (const scene of scenes) { + const text = transcript[scene.id]; + const hash = createHash("sha256").update(`${SPEAKER}\n${text}`).digest("hex").slice(0, 16); + const file = `voiceover/${scene.id}.mp3`; + const path = join(root, "public", file); + if (previous[scene.id]?.hash === hash && existsSync(path)) { + manifest[scene.id] = { ...previous[scene.id], text }; + continue; + } + process.stderr.write(`${scene.id}: speaking ${text.length} chars… `); + const audio = await retry("tts", () => speak(text)); + writeFileSync(path, audio); + const words = (await retry("transcribe", () => transcribe(audio))).map((w) => ({ word: w.word, start: w.start, end: w.end })); + manifest[scene.id] = { file, hash, text, seconds: duration(path), words }; + generated++; + // Save progress, so a failure later doesn't lose this scene. + writeFileSync(manifestPath, JSON.stringify({ ...previous, ...manifest }, null, 2) + "\n"); + process.stderr.write(`${manifest[scene.id].seconds.toFixed(1)}s\n`); +} +writeFileSync(manifestPath, JSON.stringify(manifest, null, 2) + "\n"); +const chars = Object.values(transcript).reduce((s, t) => s + t.length, 0); +console.log(`${generated} scene(s) generated, ${scenes.length - generated} cached. ${chars} chars (~$${((chars / 1000) * 0.03).toFixed(2)} at Aura-2 pricing for a full regeneration).\n`); + +// Runtime report: what the composition will use, scene by scene. +const clipsPath = join(root, "public/clips/index.json"); +const clips = existsSync(clipsPath) ? JSON.parse(readFileSync(clipsPath, "utf8")) : []; +const fmt = (sec) => `${Math.floor(sec / 60)}:${String(Math.round(sec % 60)).padStart(2, "0")}`; +let runtime = 0; +for (const scene of scenes) { + const seconds = sceneSeconds(scene, manifest[scene.id].seconds, clips.includes(scene.id)); + const slot = scene.minSeconds ? (clips.includes(scene.id) ? ` recording (${scene.minSeconds}s)` : ` recording slot empty (+${Math.max(0, scene.minSeconds - seconds).toFixed(0)}s when filled)`) : ""; + console.log(`${fmt(runtime).padStart(5)} ${scene.id.padEnd(16)} ${seconds.toFixed(1).padStart(5)}s${slot}`); + runtime += seconds; +} +console.log(`\nRuntime ${fmt(runtime)}.` + (runtime < 300 ? ` Under the 5:00 minimum by ${Math.ceil(300 - runtime)}s; filling the recording slots adds time.` : "")); diff --git a/demo/video/src/Demo.tsx b/demo/video/src/Demo.tsx new file mode 100644 index 0000000..80518a9 --- /dev/null +++ b/demo/video/src/Demo.tsx @@ -0,0 +1,92 @@ +import { AbsoluteFill, Audio, OffthreadVideo, Sequence, Series, staticFile, useCurrentFrame } from "remotion"; +import { LEAD_IN, sceneSeconds, scenes, type Scene } from "./script"; +import { theme } from "./theme"; +import { Visual } from "./scenes/Visual"; + +export const FPS = 30; + +export type Word = { word: string; start: number; end: number }; +export type Manifest = Record; +export type DemoProps = { manifest: Manifest; clips: string[] }; + +export const sceneFrames = (scene: Scene, manifest: Manifest, clips: string[]) => + Math.ceil(sceneSeconds(scene, manifest[scene.id]?.seconds, clips.includes(scene.id)) * FPS); + +/** + * Seconds into the scene when a word is spoken, for syncing visuals to the + * voiceover. Matches the transcript's words (case- and punctuation-insensitive), + * falling back to `fallback` seconds before the voiceover exists. + */ +export type Cue = (needle: string, fallback: number) => number; + +const norm = (s: string) => s.toLowerCase().replace(/[^a-z0-9-]/g, ""); + +function makeCue(words: Word[]): Cue { + return (needle, fallback) => { + const parts = needle.split(/\s+/).map(norm); + for (let i = 0; i + parts.length <= words.length; i++) { + if (parts.every((p, k) => norm(words[i + k]!.word) === p)) return LEAD_IN + words[i]!.start; + } + return fallback; + }; +} + +// Whisper's timings, but the transcript's words: Whisper mishears names like +// "Cloudflare". Transcript word i takes the timing of the proportionally placed +// Whisper word, which is exact when the counts match. +function alignToScript(text: string, timed: Word[]): Word[] { + const words = text.split(/\s+/).filter(Boolean); + if (!timed.length) return []; + return words.map((word, i) => { + const t = timed[Math.min(timed.length - 1, Math.floor((i * timed.length) / words.length))]!; + return { word, start: t.start, end: t.end }; + }); +} + +export const Demo = ({ manifest, clips }: DemoProps) => ( + + + {scenes.map((scene) => { + const voice = manifest[scene.id]; + const words = voice ? alignToScript(voice.text, voice.words) : []; + const clip = clips.includes(scene.id) ? staticFile(`clips/${scene.id}.mp4`) : null; + return ( + + {clip ? ( + + + + ) : ( + + )} + {voice && ( + + + )} + + ); + })} + + +); + +// The current phrase, up to 8 words, with the spoken word highlighted. +function Captions({ words }: { words: Word[] }) { + const t = useCurrentFrame() / FPS; + const i = words.findIndex((w) => t < w.end); + if (i < 0 || t < (words[0]?.start ?? 0)) return null; + const start = Math.floor(i / 8) * 8; + return ( + +
+ {words.slice(start, start + 8).map((w, j) => ( + + {(j ? " " : "") + w.word} + + ))} +
+ + ); +} diff --git a/demo/video/src/Root.tsx b/demo/video/src/Root.tsx new file mode 100644 index 0000000..51a56e4 --- /dev/null +++ b/demo/video/src/Root.tsx @@ -0,0 +1,41 @@ +import { Composition, staticFile } from "remotion"; +import { Demo, FPS, sceneFrames, type DemoProps, type Manifest } from "./Demo"; +import { scenes } from "./script"; + +// Scene lengths come from the generated voiceover; a scene without audio yet +// gets a placeholder length. +async function loadManifest(): Promise { + try { + const res = await fetch(staticFile("voiceover/manifest.json")); + return res.ok ? ((await res.json()) as Manifest) : {}; + } catch { + return {}; + } +} + +// Scene ids with a recording in public/clips/.mp4, listed in +// public/clips/index.json (add the id there when you add a recording). +async function loadClips(): Promise { + try { + const res = await fetch(staticFile("clips/index.json")); + return res.ok ? ((await res.json()) as string[]) : []; + } catch { + return []; + } +} + +export const RemotionRoot = () => ( + { + const [manifest, clips] = await Promise.all([loadManifest(), loadClips()]); + const durationInFrames = scenes.reduce((sum, scene) => sum + sceneFrames(scene, manifest, clips), 0); + return { durationInFrames, props: { manifest, clips } }; + }} + /> +); diff --git a/demo/video/src/data.ts b/demo/video/src/data.ts new file mode 100644 index 0000000..c3c95ff --- /dev/null +++ b/demo/video/src/data.ts @@ -0,0 +1,22 @@ +// DABstep full1 (docs/experiments.md): official per-task scores and median tokens by run position. +export const learningCurve = [ + { tasks: "1–8", baseline: 315, examples: 320, note: "no memory yet" }, + { tasks: "9–24", baseline: 341, examples: 217, note: "" }, + { tasks: "25–48", baseline: 215, examples: 45, note: "" }, + { tasks: "49–96", baseline: 141, examples: 41, note: "" }, + { tasks: "97–450", baseline: 186, examples: 60, note: "" } +]; + +export const accuracy = [ + { level: "Easy (72)", baseline: 77.8, examples: 86.1 }, + { level: "Hard (378)", baseline: 23.5, examples: 38.6 }, + { level: "Overall (450)", baseline: 32.2, examples: 46.2 } +]; + +// michelle → matthew on the lava lamp wall. Illustrative until filled in from +// a recorded run of examples/agent/scripts/walkthrough.mjs. +export const walkthrough = { + illustrative: true, + michelle: { runs: ["error", "ok", "ok"] as ("error" | "ok")[], tokens: 3 }, + matthew: { runs: ["ok"] as ("error" | "ok")[], tokens: 1 } +}; diff --git a/demo/video/src/index.ts b/demo/video/src/index.ts new file mode 100644 index 0000000..f31c790 --- /dev/null +++ b/demo/video/src/index.ts @@ -0,0 +1,4 @@ +import { registerRoot } from "remotion"; +import { RemotionRoot } from "./Root"; + +registerRoot(RemotionRoot); diff --git a/demo/video/src/scenes/Visual.tsx b/demo/video/src/scenes/Visual.tsx new file mode 100644 index 0000000..371f5b7 --- /dev/null +++ b/demo/video/src/scenes/Visual.tsx @@ -0,0 +1,778 @@ +import type { ReactNode } from "react"; +import { AbsoluteFill, interpolate, spring, useCurrentFrame, useVideoConfig } from "remotion"; +import { accuracy, learningCurve, walkthrough } from "../data"; +import type { Cue } from "../Demo"; +import type { Visual as VisualKind } from "../script"; +import { theme, WAX } from "../theme"; + +// One idea per scene, as a diagram. On-screen text is a few words at most; +// the voiceover carries the detail. Animations key off `cue(word)`, the time +// that word is spoken. + +export function Visual({ visual, cue }: { visual: VisualKind; cue: Cue }) { + const scenes: Record ReactNode> = { + thesis: () => , + hook: () => , + vanish: () => , + "code-mode": () => , + gap: () => , + memory: () => , + "under-the-hood": () => , + repo: () => , + scale: () => , + recall: () => , + walkthrough: () => , + curve: () => , + accuracy: () => , + contagion: () => , + "next-steps": () => , + "new-worker": () => , + close: () => , + credits: () => + }; + return {scenes[visual]()}; +} + +// ---- Timing helpers ---- + +function useSeconds() { + return useCurrentFrame() / useVideoConfig().fps; +} + +/** 0 → 1 spring starting at `at` seconds. */ +function useIn(at: number) { + const frame = useCurrentFrame(); + const { fps } = useVideoConfig(); + return spring({ frame: frame - at * fps, fps, config: { damping: 200 } }); +} + +/** Linear 0 → 1 between two times, clamped. */ +const ramp = (t: number, from: number, to: number) => + interpolate(t, [from, to], [0, 1], { extrapolateLeft: "clamp", extrapolateRight: "clamp" }); + +// ---- Primitives (all in a 1920×1080 SVG) ---- + +const Canvas = ({ children }: { children: ReactNode }) => ( + + + + + + + + + + {children} + +); + +function Label({ x, y, children, size = 34, color = theme.text, anchor = "middle", weight = 600, mono, opacity = 1 }: { + x: number; y: number; children: ReactNode; size?: number; color?: string; anchor?: "start" | "middle" | "end"; weight?: number; mono?: boolean; opacity?: number; +}) { + return ( + + {children} + + ); +} + +function Box({ x, y, w, h, label, sub, p = 1, stroke = theme.border, fill = theme.panel, size = 30 }: { + x: number; y: number; w: number; h: number; label?: ReactNode; sub?: ReactNode; p?: number; stroke?: string; fill?: string; size?: number; +}) { + return ( + + + {label && } + {sub && } + + ); +} + +/** A straight arrow that draws itself as `p` goes 0 → 1. */ +function Arrow({ x1, y1, x2, y2, p, color = theme.orange, dashed, width = 4 }: { + x1: number; y1: number; x2: number; y2: number; p: number; color?: string; dashed?: boolean; width?: number; +}) { + if (p <= 0) return null; + const len = Math.hypot(x2 - x1, y2 - y1); + return ( + 0.98 ? `url(#${color === theme.orange ? "arrow" : "arrow-muted"})` : undefined} + opacity={Math.min(1, len > 0 ? 1 : 0)} + /> + ); +} + +/** A dot travelling along a segment, looping every `period` seconds. */ +function Packet({ x1, y1, x2, y2, t, start, period = 1.6, color = theme.amber, r = 9 }: { + x1: number; y1: number; x2: number; y2: number; t: number; start: number; period?: number; color?: string; r?: number; +}) { + if (t < start) return null; + const f = ((t - start) % period) / period; + return ; +} + +const Kicker = ({ children, p = 1 }: { children: ReactNode; p?: number }) => ( + +); + +// ---- Lava lamps ---- + +function LavaLamp({ x, y, wax, seed, scale = 1 }: { x: number; y: number; wax: string; seed: number; scale?: number }) { + const t = useSeconds(); + const blob = (k: number) => { + const phase = seed * 1.7 + k * 2.1; + const cy = 92 - ((Math.sin(t * 0.35 + phase) + 1) / 2) * 60; + const r = 7 + 3 * Math.sin(t * 0.8 + phase); + return ; + }; + return ( + + + {[0, 1, 2].map(blob)} + + + + + ); +} + +function LavaWall({ opacity = 0.85, top = 330, rows = 5 }: { opacity?: number; top?: number; rows?: number }) { + const lamps = []; + for (let row = 0; row < rows; row++) { + for (let col = 0; col < 20; col++) { + const i = row * 20 + col; + lamps.push(); + } + } + return {lamps}; +} + +// ---- Scenes ---- + +function Hook({ cue }: { cue: Cue }) { + const t = useSeconds(); + const pSame = useIn(0.3); + const tFrom = cue("thirty-two", 3.2); + const tTo = cue("forty-six", 4.6); + const tHard = cue("hardest", 6.5); + const tMemory = cue("memory", 11); + const pFrom = useIn(tFrom - 0.2); + const value = interpolate(t, [tTo - 0.3, tTo + 0.9], [32.2, 46.2], { extrapolateLeft: "clamp", extrapolateRight: "clamp" }); + const pTo = useIn(tTo - 0.3); + const pHard = useIn(tHard); + const pMem = useIn(tMemory - 0.4); + return ( + + + + + + + + + + + + ); +} + +function Thesis({ cue }: { cue: Cue }) { + const t = useSeconds(); + // The question builds phrase by phrase, then the name lands under it. + const parts = [ + { text: "What if Cloudflare Artifacts", at: cue("What if", 0.5), color: theme.text }, + { text: "could make Code Mode in Workers", at: cue("could make", 1.6), color: theme.text }, + { text: "self-improving?", at: cue("self-improving?", 2.6), color: theme.amber } + ]; + const tKeep = cue("Keep", 6); + const tName = cue("That's", 9); + // The subtitle leaves before the name arrives, so they never overlap. + const settle = ramp(t, tName - 0.1, tName + 0.4); + const subtitleOut = ramp(t, tName - 0.7, tName - 0.2); + return ( + + + + + + + + + + {parts.map((p, i) => ( + + ))} + + + + + + ); +} + +function Agent({ x, y, r = 46, color = theme.text, p = 1, label }: { x: number; y: number; r?: number; color?: string; p?: number; label?: string }) { + // A robot in a ring; the ring's color carries state (red wrong, green right, amber highlighted). + return ( + + + + 🤖 + + {label && } + + ); +} + +function Vanish({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tGone = cue("gone", 4); + const tThousand = cue("thousand", 5.5); + const agents = []; + for (let r = 0; r < 3; r++) { + for (let c = 0; c < 6; c++) { + const i = r * 6 + c; + const x = 330 + c * 252; + const y = 300 + r * 250; + // Each agent writes a snippet, which rises and dissolves, on a loop. + const cycle = 3.2; + const local = (t + i * 0.37) % cycle; + const rise = local / cycle; + const show = t > 0.6 + i * 0.05; + agents.push( + + + {show && t > tGone - 2 && ( + + + + + )} + + ); + } + } + return ( + + {agents} + + + ); +} + +function CodeMode({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tAfter = cue("They write", 7.5); + const pBefore = useIn(0.2); + const pAfter = useIn(tAfter - 0.2); + // Before: model ⇄ tools ping-pong, one round trip per call. + const trips = 5; + const leftX = 230, rightX = 760, top = 300, gap = 110; + const ping = []; + for (let i = 0; i < trips; i++) { + const s = 0.8 + i * 0.9; + const y = top + i * gap; + ping.push( + + + + + ); + } + const code = ["let cursor = null, n = 0;", "do {", " const page = await lamps.wall({ cursor });", " n += page.lamps.filter(flowing).length;", " cursor = page.nextCursor;", "} while (cursor);", "return n;"]; + return ( + + + + + + + + {ping} + + + + + + + + {code.map((line, i) => ( + + ))} + + + + + ); +} + +function Gap({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tThrown = cue("thrown", 1.6); + const tPlan = cue("code goes", 3.4); + const shrink = ramp(t, tThrown, tThrown + 0.8); + const fall = ramp(t, tPlan - 0.2, tPlan + 1.2); + const lines = ["do {", " const page = await lamps.wall({ cursor });", " n += page.lamps.filter(flowing).length;", "} while (cursor);"]; + return ( + + + + + + {lines.map((line, i) => ( + + ))} + + + ); +} + +const AGENTS = ["michelle", "matthew", "lena", "omar"]; + +function RepoCard({ x, y, name, commits, p = 1, highlight }: { x: number; y: number; name: string; commits: number; p?: number; highlight?: boolean }) { + const dots = []; + for (let i = 0; i < Math.floor(commits); i++) { + dots.push(); + if (i > 0) dots.push(); + } + return ( + + + + {dots} + + ); +} + +function Memory({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tCommit = cue("commit", 1.6); + const tOne = cue("One repo", 9); + return ( + + PHASE 1 · CODE MEMORY + + {AGENTS.map((name, i) => { + const y = 300 + i * 170; + const s = tCommit - 0.3 + i * 0.25; + const commits = ramp(t, s, s + 6) * 7 + (t > s ? 1 : 0); + return ( + + + + + + + ); + })} + + + ); +} + +function UnderTheHood({ cue }: { cue: Cue }) { + const t = useSeconds(); + const steps = [ + { label: "execution ends", sub: "disposeExecution()", at: cue("connector", 1.5) }, + { label: "Durable Object", sub: "SQLite outbox", at: cue("outbox", 4) }, + { label: "isomorphic-git", sub: "push, in order", at: cue("git pushes", 6.5) }, + { label: "Artifacts repo", sub: "one commit per run", at: cue("Artifacts,", 8.5) } + ]; + const w = 360, gap = 80, x0 = (1920 - (4 * w + 3 * gap)) / 2, y = 440, h = 150; + const tGit = cue("git client", 12); + return ( + + UNDER THE HOOD + {steps.map((s, i) => { + const x = x0 + i * (w + gap); + return ( + + + {i < 3 && ( + <> + + + + )} + + ); + })} + + + ); +} + +function RepoLog() { + const t = useSeconds(); + const lines = [ + ["$ git log --oneline", theme.green], + ["7c1e2a9 Count flowing lava lamps across every page [completed]", theme.text], + ["3f90b41 Count flowing lava lamps (follow nextCursor) [completed]", theme.text], + ["a12d7e0 Count flowing lava lamps [error]", theme.red], + ["$ git show 7c1e2a9 -- run.js", theme.green] + ] as const; + return ( + + EVERY ATTEMPT, IN GIT + + {lines.map(([line, color], i) => ( + + ))} + + + ); +} + +function Scale() { + const t = useSeconds(); + const cols = 50, rows = 20, size = 26, gap = 6; + const x0 = (1920 - cols * (size + gap)) / 2; + const cells = []; + for (let i = 0; i < cols * rows; i++) { + const lit = ramp(t, 0.5 + (i % 37) * 0.04 + Math.floor(i / cols) * 0.18, 1 + (i % 37) * 0.04 + Math.floor(i / cols) * 0.18); + cells.push( + 0.5 ? theme.orange : theme.panel} opacity={0.35 + 0.65 * lit} /> + ); + } + return ( + + ONE REPO PER AGENT + {cells} + + + ); +} + +function Recall({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tEmbed = cue("embeds", 2.5); + const tVec = cue("Vectorize.", 4.5); + const tNext = cue("next agent", 6); + const tRecords = cue("searches", 10); + const y = 380; + return ( + + PHASE 2 · LEARNING + + + + + + + + + + + + + + + + + + ); +} + +function Lane({ y, name, runs, tokens, maxTokens, at, color }: { + y: number; name: string; runs: ("error" | "ok")[]; tokens: number; maxTokens: number; at: number; color: string; +}) { + const t = useSeconds(); + return ( + + + {runs.map((r, i) => ( + + + + + ))} + + + + + + ); +} + +function Walkthrough({ cue }: { cue: Cue }) { + const tM = cue("Michelle asks", 2); + const tT = cue("Matthew asks", 9); + const d = walkthrough; + const max = Math.max(d.michelle.tokens, d.matthew.tokens); + return ( + + THE LAVA LAMP WALL + + {Array.from({ length: 12 }, (_, i) => ( + + ))} + + + + {d.illustrative && ( + + )} + + ); +} + +function Curve({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tNo = cue("no memory", 6); + const tDrop = cue("drops", 9); + const tStays = cue("stays", 13); + const x0 = 260, x1 = 1700, y0 = 860, y1 = 260, max = 360; + const xs = learningCurve.map((_, i) => x0 + (i * (x1 - x0)) / (learningCurve.length - 1)); + const yOf = (v: number) => y0 - (v / max) * (y0 - y1); + const path = (key: "baseline" | "examples", p: number) => { + const pts = learningCurve.map((r, i) => [xs[i]!, yOf(r[key])] as const); + const n = Math.max(1, Math.ceil(p * (pts.length - 1))); + return pts.slice(0, n + 1).map(([x, y], i) => `${i ? "L" : "M"}${x} ${y}`).join(" "); + }; + const pBase = ramp(t, 1, 4); + const pMem = ramp(t, tNo, tDrop + 2.5); + return ( + + DABSTEP · MEDIAN TOKENS PER TASK, BY POSITION IN THE RUN + + {learningCurve.map((r, i) => ( + + ))} + + + + + + + ); +} + +function Accuracy({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tGrow = cue("right", 2.5); + const groups = [accuracy[2]!, accuracy[1]!]; + return ( + + DABSTEP · ADYEN'S OFFICIAL SCORER + {groups.map((g, gi) => { + const cx = 620 + gi * 700; + const bars = [ + { v: g.baseline, c: theme.muted }, + { v: g.examples, c: theme.orange } + ]; + return ( + + {bars.map((b, bi) => { + const p = ramp(t, tGrow - 1 + bi * 0.6, tGrow + bi * 0.6); + const h = (b.v / 55) * 560 * p; + const x = cx - 170 + bi * 190; + return ( + + + + + ); + })} + + + ); + })} + + ); +} + +function Network({ cx, cy, hub, infected, t, start }: { cx: number; cy: number; hub: boolean; infected: boolean; t: number; start: number }) { + const n = 8, R = 230; + const nodes = Array.from({ length: n }, (_, i) => { + const a = (i / n) * Math.PI * 2 - Math.PI / 2; + return { x: cx + R * Math.cos(a), y: cy + R * Math.sin(a) }; + }); + return ( + + {hub && + nodes.map((p, i) => { + const reach = ramp(t, start + 0.5 + i * 0.12, start + 1.1 + i * 0.12); + return ( + + + {infected && reach > 0 && reach < 1 && } + + ); + })} + {!hub && + nodes.map((p, i) => { + const q = nodes[(i + 3) % n]!; + return i % 2 === 0 ? : null; + })} + {hub && ( + + start ? theme.red : theme.amber} strokeWidth={4} /> + + + )} + {nodes.map((p, i) => { + const bad = hub ? infected && t > start + 1.1 + i * 0.12 : infected && i === 0 && t > start; + return ; + })} + + ); +} + +function Contagion({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tWrong = cue("One wrong", 5); + const tRaw = cue("Raw runs", 9); + const pRaw = useIn(tRaw - 0.4); + return ( + + WHICH MEMORY WORKS + + + + + + + + + + ); +} + +function Close({ cue }: { cue: Cue }) { + const t = useSeconds(); + const tTag = cue("Keep the code", 4); + const lines = [ + "const history = new GitHistoryConnector(ctx, env, { sink });", + "const runtime = history.bind(createCodemodeRuntime({", + " ctx, executor, connectors: [lamps, history] }));" + ]; + return ( + + + + {lines.map((l, i) => ( + + ))} + + + + + + + ); +} + +function NextSteps({ cue }: { cue: Cue }) { + const steps = [ + { glyph: "✓", title: "Record outcomes", sub: "a git note on each commit", at: cue("right,", 4) }, + { glyph: "⚡", title: "Index on push", sub: "Artifacts events", at: cue("Artifacts events", 9) }, + { glyph: "↺", title: "Learn between tasks", sub: "agents review their history", at: cue("review", 13) } + ]; + const w = 470, gap = 70, x0 = (1920 - (3 * w + 2 * gap)) / 2; + return ( + + NEXT STEPS + {steps.map((st, i) => { + const x = x0 + i * (w + gap); + const p = useIn(st.at - 0.4); + return ( + + + + + + + ); + })} + + ); +} + +// Shown only when public/clips/new-worker.mp4 is missing (npm run record). +function NewWorker() { + const t = useSeconds(); + const lines = [ + "$ npx cf init lava-agent", + "$ npm install @cloudflare/codemode @smithclay/codemode-git", + " + GitHistoryConnector, ARTIFACTS, LOADER, AGENT", + "$ npx cf deploy --dry-run" + ]; + return ( + + A NEW WORKER, WITH CODE MEMORY + + {lines.map((l, i) => ( + + ))} + + ); +} + +function Credits() { + const columns = [ + { + title: "Code", + items: ["Cloudflare Workers", "Code Mode (@cloudflare/codemode)", "Cloudflare Artifacts", "Durable Objects", "Worker Loader", "Workers AI", "Vectorize", "isomorphic-git", "cf CLI", "TypeScript · Vitest"] + }, + { + title: "Benchmark", + items: ["DABstep by Adyen (CC BY 4.0)", "GLM-5.3 Flash on Workers AI", "Qwen3 Embedding on Workers AI"] + }, + { + title: "Presentation", + items: ["Remotion", "Deepgram Aura-2 on Workers AI", "Whisper on Workers AI", "VHS by Charm", "ffmpeg", "Claude Code"] + } + ]; + return ( + + + + + + {columns.map((col, c) => { + const x = 330 + c * 630; + const p = useIn(1.2 + c * 0.4); + return ( + + + {col.items.map((item, i) => ( + + ))} + + ); + })} + + + ); +} diff --git a/demo/video/src/script.ts b/demo/video/src/script.ts new file mode 100644 index 0000000..3f4ab81 --- /dev/null +++ b/demo/video/src/script.ts @@ -0,0 +1,72 @@ +// The demo video's scenes, in order: which diagram each shows, and how long a +// recording slot needs. What the narrator says lives in ../transcript.md, one +// "## " section per scene; `npm run voiceover` turns it into audio and +// public/voiceover/manifest.json, which the composition reads. +// +// Style: one idea per scene, told with a diagram, with on-screen text of a few +// words at most. The voiceover carries the detail. +// +// `minSeconds` is how long a scene's recording (public/clips/.mp4, listed +// in public/clips/index.json) needs. It applies only once the recording +// exists. The rules require 5–10 min; `npm run voiceover` reports the total. + +export type Visual = + | "thesis" + | "hook" + | "vanish" + | "code-mode" + | "gap" + | "memory" + | "under-the-hood" + | "scale" + | "recall" + | "walkthrough" + | "repo" + | "curve" + | "accuracy" + | "contagion" + | "next-steps" + | "new-worker" + | "close" + | "credits"; + +// `extraHold` lengthens a scene past its voiceover, e.g. for credits. +export type Scene = { id: string; visual: Visual; minSeconds?: number; extraHold?: number }; + +export const SPEAKER = "orion"; + +// Seconds of silence before each line and after it. Keep these small: Aura's +// own phrasing already has natural pauses, and long holds read as dead air. +export const LEAD_IN = 0.2; +export const HOLD = 0.6; + +/** + * A scene's length: its voiceover plus the lead-in and hold, stretched to + * `minSeconds` only when that scene's recording exists. Placeholders + * shouldn't pad with silence. + */ +export function sceneSeconds(scene: Scene, voiceSeconds: number | undefined, hasClip: boolean): number { + const voiced = LEAD_IN + (voiceSeconds ?? 8) + HOLD + (scene.extraHold ?? 0); + return hasClip ? Math.max(voiced, scene.minSeconds ?? 0) : voiced; +} + +export const scenes: Scene[] = [ + { id: "thesis", visual: "thesis" }, + { id: "hook", visual: "hook" }, + { id: "vanish", visual: "vanish" }, + { id: "code-mode", visual: "code-mode" }, + { id: "gap", visual: "gap" }, + { id: "code-memory", visual: "memory" }, + { id: "under-the-hood", visual: "under-the-hood" }, + { id: "repo", visual: "repo", minSeconds: 30 }, + { id: "scale", visual: "scale", minSeconds: 25 }, + { id: "recall", visual: "recall" }, + { id: "walkthrough", visual: "walkthrough", minSeconds: 60 }, + { id: "curve", visual: "curve" }, + { id: "accuracy", visual: "accuracy" }, + { id: "contagion", visual: "contagion" }, + { id: "next-steps", visual: "next-steps" }, + { id: "new-worker", visual: "new-worker", minSeconds: 40 }, + { id: "close", visual: "close" }, + { id: "credits", visual: "credits", extraHold: 5 } +]; diff --git a/demo/video/src/theme.ts b/demo/video/src/theme.ts new file mode 100644 index 0000000..1eaec6e --- /dev/null +++ b/demo/video/src/theme.ts @@ -0,0 +1,15 @@ +export const theme = { + bg: "#0f1115", + panel: "#181b22", + border: "#2a2f3a", + text: "#eef0f4", + muted: "#9aa3b2", + orange: "#f38020", + amber: "#fbad41", + green: "#3ecf8e", + red: "#ef5b5b", + mono: "'JetBrains Mono', 'SF Mono', Menlo, monospace", + sans: "'Inter', -apple-system, 'Helvetica Neue', Arial, sans-serif" +}; + +export const WAX = ["#ef5b5b", "#f38020", "#fbad41", "#3ecf8e", "#4d9fff", "#a974ff", "#ff7ab6"]; diff --git a/demo/video/terminal/new-worker.tape b/demo/video/terminal/new-worker.tape new file mode 100644 index 0000000..ddeddfa --- /dev/null +++ b/demo/video/terminal/new-worker.tape @@ -0,0 +1,63 @@ +# Terminal recording for the "new-worker" scene: a fresh Worker with Code Mode +# and codemode-git, from `cf init` to a dry-run deploy (nothing is deployed). +# npm run record (from demo/video; writes public/clips/new-worker.mp4) +# VHS writes raw frames; scripts/record.mjs encodes them, because VHS's own +# encoder fails silently with ffmpeg 9. +# The two edited files come from terminal/new-worker/, copied in off-camera +# and then shown with cat. + +Output frames-new-worker/ +Set Framerate 30 +Require npx + +Set Shell "bash" +Set FontSize 26 +Set Width 1920 +Set Height 1080 +Set Padding 56 +Set TypingSpeed 40ms +Set WaitTimeout 240s +Set Theme { "name": "codemode", "background": "#0f1115", "foreground": "#eef0f4", "cursor": "#f38020", "selection": "#2a2f3a", "black": "#181b22", "red": "#ef5b5b", "green": "#3ecf8e", "yellow": "#fbad41", "blue": "#4d9fff", "magenta": "#a974ff", "cyan": "#5ad1e6", "white": "#eef0f4", "brightBlack": "#9aa3b2", "brightRed": "#ef5b5b", "brightGreen": "#3ecf8e", "brightYellow": "#fbad41", "brightBlue": "#4d9fff", "brightMagenta": "#a974ff", "brightCyan": "#5ad1e6", "brightWhite": "#ffffff" } + +# Off camera: a clean prompt, an empty directory, no credentials (the deploy is +# a dry run), and npm's minimum-release-age check off for this session only. +Hide +Type "export DEMO=$PWD/terminal/new-worker PS1='$ ' NPM_CONFIG_MIN_RELEASE_AGE=0 NPM_CONFIG_UPDATE_NOTIFIER=false && unset CLOUDFLARE_API_TOKEN && cd $(mktemp -d) && clear" +Enter +Sleep 500ms +Show + +Type "npx cf init lava-agent --package-manager npm" +Sleep 400ms +Enter +Wait+Screen /cf deploy/ +Sleep 2s + +Type "cd lava-agent && npm install @cloudflare/codemode @smithclay/codemode-git" +Sleep 400ms +Enter +Wait+Line /^\$\s*$/ +Sleep 1.5s + +# Off camera: add the agent and its bindings. +Hide +Type "cp $DEMO/cloudflare.config.ts . && cp $DEMO/src/index.ts src/ && clear" +Enter +Sleep 500ms +Show + +Type "cat cloudflare.config.ts" +Sleep 300ms +Enter +Sleep 6s + +Type "clear && head -24 src/index.ts" +Sleep 300ms +Enter +Sleep 8s + +Type "clear && npx cf deploy --dry-run" +Sleep 300ms +Enter +Wait+Screen /exiting now/ +Sleep 5s diff --git a/demo/video/terminal/new-worker/cloudflare.config.ts b/demo/video/terminal/new-worker/cloudflare.config.ts new file mode 100644 index 0000000..7381ea0 --- /dev/null +++ b/demo/video/terminal/new-worker/cloudflare.config.ts @@ -0,0 +1,17 @@ +import { bindings, defineConfig, exports } from "cf/config"; +import * as entrypoint from "./src/index.ts" with { type: "cf-worker" }; + +export default defineConfig({ + worker: { + name: "lava-agent", + compatibilityDate: "2026-10-06", + compatibilityFlags: ["nodejs_compat"], + entrypoint, + exports: { Agent: exports.durableObject({ storage: "sqlite" }) }, + env: { + ARTIFACTS: bindings.artifacts({ namespace: "codemode-git" }), + AGENT: bindings.durableObject({ worker: "lava-agent", exportName: "Agent" }), + LOADER: bindings.workerLoader(), + }, + }, +}); diff --git a/demo/video/terminal/new-worker/src/index.ts b/demo/video/terminal/new-worker/src/index.ts new file mode 100644 index 0000000..d4f2998 --- /dev/null +++ b/demo/video/terminal/new-worker/src/index.ts @@ -0,0 +1,33 @@ +import { DurableObject } from "cloudflare:workers"; +import { createCodemodeRuntime, DynamicWorkerExecutor } from "@cloudflare/codemode"; +import { ArtifactsSink, GitHistoryConnector } from "@smithclay/codemode-git"; + +export { CodemodeRuntime } from "@cloudflare/codemode"; + +type Env = { ARTIFACTS: Artifacts; LOADER: WorkerLoader; AGENT: DurableObjectNamespace }; + +// One Code Mode agent per name; every run is a commit on its own Artifacts repo. +export class Agent extends DurableObject { + async run(name: string, code: string) { + const history = new GitHistoryConnector(this.ctx, this.env, { + sink: new ArtifactsSink({ artifacts: this.env.ARTIFACTS, repo: `agent-${name}` }), + }); + const runtime = history.bind( + createCodemodeRuntime({ + ctx: this.ctx, + executor: new DynamicWorkerExecutor({ loader: this.env.LOADER }), + connectors: [history], + }), + ); + return runtime.execute({ code }); + } +} + +// Add auth before deploying for real: this runs any code it's sent. +export default { + async fetch(request, env) { + const name = new URL(request.url).searchParams.get("agent") ?? "demo"; + const agent = env.AGENT.get(env.AGENT.idFromName(name)); + return Response.json(await agent.run(name, await request.text())); + }, +} satisfies ExportedHandler; diff --git a/demo/video/transcript.md b/demo/video/transcript.md new file mode 100644 index 0000000..b23b0ec --- /dev/null +++ b/demo/video/transcript.md @@ -0,0 +1,85 @@ +# Demo video transcript + + + +## thesis + +What if Cloudflare Artifacts could make Code Mode in Workers self-improving? Every Code Mode run is a program. Keep every program in Artifacts, and let the next agent learn from it. That's codemode-git. + +## hook + +We used an open source data analytics benchmark with the same four hundred and fifty tasks. Accuracy went from thirty-two percent to forty-six. On the hardest tasks, from twenty-three to almost thirty-nine. The only thing we added was memory using Artifacts. + +## vanish + +Today, every Code Mode agent writes code, runs it, gets an answer, and the code is gone. A thousand agents solve similar problems hundreds of times, even if they've seen it before. + +## code-mode + +First, let's review Cloudflare's Code Mode. Agents don't call tools one at a time, sending every result back through the model: They write one program against the tools and run it in a fresh Worker isolate. That program is a complete record of how the agent solved the problem. + +## gap + +But the isolate is thrown away after every run, and the code goes with it. When similar tasks are given to the agent again, it forgets. + +## code-memory + +So we keep it in a Cloudflare Artifact git repository. Every execution becomes a commit on that agent's own personal repo: the code, every tool call and its result, and the outcome. One repo per agent, and one writer per repo. Nothing to lock, nothing to merge. + +## under-the-hood + +Under the hood, a connector hooks the end of every execution in the Cloudflare SDK. The run lands in a SQLite outbox inside the agent's Durable Object, and git pushes it to Artifacts. Any git client can read an agent's history and use that to learn. + +## repo + +Clone an agent's repo, and its log is the agent's trajectory: every attempt, every fix, every answer. + +## scale + +Artifacts is built for tens of millions of repos, so every agent gets its own, and they all write at the same time. + +## recall + +Here's a simple way agents can use Artifacts to learn. When a run produces an answer, Workers AI embeds the question and the code into Cloudflare Vectorize. The next agent with a similar question searches for similar solutions and uses that for better context. + +## walkthrough + + +Let's walk through an example: Cloudflare's wall of lava lamps. Agent Michelle asks how many lamps are flowing. With no memory, Michelle has to discover that the wall is paginated. Agent Matthew asks about the red lamps, starts from Michelle's run, and already knows to walk every page. + +## curve + +At scale, we ran the DABstep benchmark: four hundred and fifty real multi-step data investigations over payments data. With no code stored in Artifacts, both arms cost the same. However, as Code Mode and Vectorize index more programs, the median cost per task drops to about a third, within the first few dozen tasks, and it stays there. + +## accuracy + +And they're not just cheaper. They're right more often. Scored by DABstep: forty-six percent overall, up from thirty-two. + +## contagion + +We also learned what kind of memory works. Our first version distilled runs into a shared library of verified skills. One wrong skill spread to every agent that used it. Raw runs, labeled unverified, worked better, because each agent still runs its own code. + +## next-steps + +What's next. Today, a run becomes memory when it produces an answer. Next, we'll record whether that answer was right, as a git note on the commit, so agents learn from the runs that worked. Artifacts events can index each run the moment it's pushed. And agents can review their own history between tasks. + +## new-worker + +Getting started takes about a minute. Create a Worker with the cf CLI, and install Code Mode and codemode-git. Add the connector and three bindings: Artifacts, a Worker Loader, and a Durable Object. A dry run shows everything wired up. + +## close + +It's on npm: three lines in any Code Mode agent. Keep the code, and your Workers get smarter over time. + +## credits + +Built by Clay Smith, on Cloudflare. Thanks for watching. diff --git a/demo/video/tsconfig.json b/demo/video/tsconfig.json new file mode 100644 index 0000000..43ee2af --- /dev/null +++ b/demo/video/tsconfig.json @@ -0,0 +1,15 @@ +{ + "compilerOptions": { + "target": "es2022", + "module": "esnext", + "moduleResolution": "bundler", + "lib": ["dom", "es2023"], + "jsx": "react-jsx", + "strict": true, + "skipLibCheck": true, + "noEmit": true, + "allowImportingTsExtensions": true, + "types": [] + }, + "include": ["src"] +} diff --git a/demo/video/worker/index.ts b/demo/video/worker/index.ts new file mode 100644 index 0000000..2e340af --- /dev/null +++ b/demo/video/worker/index.ts @@ -0,0 +1,24 @@ +// POST /tts {"text": "...", "speaker": "orion"} -> audio/mpeg (Deepgram Aura-2) +// POST /transcribe