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 12, 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
Unified geometric constraint theory — Eisenstein lattices, deadband funnels, Laman rigidity, metronome consensus, holonomy verification. 83 tests, zero deps.
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.
Room-specific model distillation for PLATO rooms — the nervous system signal chain (Sensor → Deadband → Nano → LoRA → Fleet → Cloud)
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.
JEPA (Joint Embedding Predictive Architecture) implementation
FLUX bytecode runtime — Fluid Language Universal eXecution: a zero-dependency register-based VM. Published on crates.io as 'fluxvm' 🦀
PLATO — Standalone knowledge system. Run your own. Connect to the fleet. Make everyone smarter.
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.
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.
Add a description, image, and links to the superinstance topic page so that developers can more easily learn about it.
To associate your repository with the superinstance topic, visit your repo's landing page and select "manage topics."