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
Jul 23, 2026 - Python
The system that builds itself. 500+ repos, 6000+ tests. Agent-readable onboarding from nothing to everything. Read ONBOARDING.md to wake up.
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.
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
Unified geometric constraint theory — Eisenstein lattices, deadband funnels, Laman rigidity, metronome consensus, holonomy verification. 83 tests, zero deps.
I2I — Agent-to-agent communication through git. Iron sharpens iron. We don't talk, we commit.
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
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
OpenConstruct Integration Hub — the meta-repo and entry point for the SuperInstance ecosystem. Architecture, module catalog, getting started, and build system.
Safe simulation environment for testing cooperative FLUX programs — mock agents, mock repos, deterministic execution
C runtime for Eisenstein integer arithmetic — 1KB, no deps, no math.h, embedded-ready
FLUX bytecode runtime — Fluid Language Universal eXecution: a zero-dependency register-based VM. Published on crates.io as 'fluxvm' 🦀
FLUX-native agent runtime — self-bootstrapping agents in Docker sandboxes that create vessels, pick tasks, and produce real work
Cocapn PurplePincher program — progressive lure prompts that make the fleet smarter
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