superinstance

repo-first Agent for local or cloud. grow an agent in a repo using the repo itself as the muscle-memory. Run from localhost, from pages.dev, or embedded into any platform app. Move to gitlab or anywhere and optimize git as the agent infrastructure itself. wiki for knowledge, repos for skills, pipelines anywhere

Room-specific model distillation for PLATO rooms — the nervous system signal chain (Sensor → Deadband → Nano → LoRA → Fleet → Cloud)

Unified geometric constraint theory — Eisenstein lattices, deadband funnels, Laman rigidity, metronome consensus, holonomy verification. 83 tests, zero deps.

Agent onboarding platform — plug-and-play shell commands to create fully functional agent workspaces. Fork of NVIDIA/OpenShell (Apache 2.0)

Flow-state engineering arena — agents run forward simulations, listen for spectral nudges, maintain conservation in Plato's cave. Conservation spectral framework meets live agent rooms.

Creative writing, essays, and philosophical explorations from the Exocortex project

Python bindings — PyO3 wrapper for constraint-theory-core

MCP (Model Context Protocol) server for constraint theory — query constraints, check satisfaction, and explore lattice geometry from any MCP-compatible AI tool

Generational context handoff for FLUX-native agents — the baton IS the brain

Mojo + MLIR constraint engine — Python syntax, C performance, MLIR-native constraint theory

Jazz piano voicing, comping, and walking bass line generation

Cocapn PLATO integration — knowledge rooms, context management, and deliberation spaces

RPG IV constraint engine — indicator variables as error mask bits. IBM i / AS-400.

Cocapn fleet health monitoring — vessel status, heartbeat, and observability utilities

JEPA (Joint Embedding Predictive Architecture) implementation

Lattice-based cryptography primitives: LWE, Ring-LWE, Gaussian sampling, LLL in pure Rust

OpenConstruct Integration Hub — the meta-repo and entry point for the SuperInstance ecosystem. Architecture, module catalog, getting started, and build system.

FLUX bytecode runtime — Fluid Language Universal eXecution: a zero-dependency register-based VM. Published on crates.io as 'fluxvm' 🦀

🦀 Repo-native agent that lives in git — the shell IS the agent.