The system that builds itself. 500+ repos, 6000+ tests. Agent-readable onboarding from nothing to everything. Read ONBOARDING.md to wake up.
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Updated
Aug 16, 2026 - Python
The system that builds itself. 500+ repos, 6000+ tests. Agent-readable onboarding from nothing to everything. Read ONBOARDING.md to wake up.
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 fleet health monitoring — vessel status, heartbeat, and observability utilities
RPG IV constraint engine — indicator variables as error mask bits. IBM i / AS-400.
PLATO — Standalone knowledge system. Run your own. Connect to the fleet. Make everyone smarter.
JEPA (Joint Embedding Predictive Architecture) implementation
Safe simulation environment for testing cooperative FLUX programs — mock agents, mock repos, deterministic execution
Eisenstein A₂ lattice snap, temporal beat grids, spectral analysis, connectome detection, and FLUX-Tensor-MIDI. Zero dependencies. stdlib only.
FLUX bytecode runtime — Fluid Language Universal eXecution: a zero-dependency register-based VM. Published on crates.io as 'fluxvm' 🦀
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