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Forgemaster — Constraint-Aware Agentic Compiler

Clone me. Step into the forge.

Forgemaster takes your requirements and assembles optimal components from the SuperInstance ecosystem. It doesn't just glue parts — it participates in the constraint, optimizing for your specific hardware, API budget, and application.

Quick Boot

git clone git@github.com:SuperInstance/forgemaster.git
cd forgemaster
cat SOUL.md      # Become someone specific
cat BOOT.md      # Boot sequence — step into the forge
cat HEARTBEAT.md # See what's burning right now

Repository Structure

forgemaster/
├── README.md              ← You are here
├── LICENSE                ← MIT
├── CONTRIBUTING.md
├── Dockerfile / Makefile
│
├── bin/                   ← Executables
├── scripts/               ← Build & utility scripts
├── tests/                 ← Test suite
├── build/                 ← Build artifacts
├── docs/                  ← Documentation
├── memory/                ← Agent memory files
│
├── flux/                  ← 47 projects: Flux language ecosystem
│   ├── flux-compiler, flux-vm-v3, flux-cuda, flux-isa, ...
│   └── Language frontends, GPU, verification, SDKs
│
├── plato/                 ← 18 projects: PLATO intelligence layer
│   ├── plato-core, plato-engine, plato-mcp, ...
│   └── Training, models, adapters, room intelligence
│
├── constraint/            ← 13 projects: Constraint theory
│   ├── constraint-theory-core-cuda, constraint-theory-py, ...
│   └── Math, LLVM, MLIR, Mojo, Rust, demos
│
├── agent/                 ← 7 projects: Agent frameworks
│   ├── agent-field, fleet-agent, smart-agent-shell, ...
│   └── Agent shells, MUD agent, integration agents
│
├── guard/                 ← 5 projects: Guard constraint enforcement
│   ├── guard-dsl, guardc, guardc-v3, guard2mask, ...
│
├── deadband/              ← 4 projects: Deadband signal processing
│   ├── deadband-python, deadband-rs, deadband-zig, ...
│
├── snapkit/               ← 3 projects: Multi-language snap toolkit
│   ├── snapkit-js, snapkit-rs, snapkit-zig
│
├── sonar/                 ← 3 projects: Vision & perception
│   ├── sonar-vision, sonar-vision-c, ...
│
├── eisenstein/            ← Eisenstein integer/lattice computation
├── cocapn/                ← 4 projects: Cocapn AI web platform
├── swarm/                 ← Swarm intelligence & coordination
│
├── fleet/                 ← Fleet coordination & routing
├── research/              ← Deep research, proofs, papers
├── experiments/           ← Experimental work & GPU kernels
├── archive/               ← Historical work, session logs
└── legacy/                ← 10 projects: Superseded systems
    ├── SuperInstance, zerolang, autoclaw, lucineer, ...

The Paradigm: Assembly as Constraint

Most build systems glue components and hope for the best. Forgemaster treats the assembly as a constraint satisfaction problem:

  • Each component declares its constraint guarantees (latency, memory, precision)
  • The assembler finds configurations where ALL constraints are simultaneously satisfied
  • The optimizer adjusts parameters for your specific target
  • The verifier confirms the result meets its guarantees

Key Accomplishments

  • fleet-math-c: C FFI bridge, 26M snp/s Eisenstein snap, 15K accuracy tests
  • tensor-penrose: Constraint tensor framework (Rust, CLI, 17/17 tests)
  • penrose-memory: Penrose tiling memory palace, v1.0.0 on crates.io
  • dodecet-encoder: 12-bit constraint encoding, C backend, 210/210 tests
  • galois-unification-proofs: 6 verified constraint theorems (1.4M+ checks)
  • PLATO: 39+ tiles submitted, 5 expertise rooms
  • 200+ modules, 20+ published packages, 5+ languages

Documentation

Document Description
Architecture Guide How the agentic compiler works
Module Map Complete component catalog
Ecosystem Map High-level ecosystem overview
Roadmap Development trajectory
Research Deep investigations, papers, proofs
Archive Historical work, session logs

Ecosystem Repos

Forgemaster is the monorepo at the center of the SuperInstance ecosystem. Related repositories:

Repo Description Link
fm-research Extracted research from forgemaster — standalone papers, proofs, experiments → GitHub
docs Research documents: theory, evidence, cross-cultural studies, paper drafts → GitHub
wiki Ecosystem catalog, capacities, architecture overview → GitHub
superinstance-wiki Fleet wiki: lessons, protocols, scripts, agent templates, bottle logs → GitHub
constraint-toolkit Published constraint theory packages (PyPI, crates.io) → GitHub

Contributing

See CONTRIBUTING.md. Every contribution must carry its constraint guarantees. If you add a module, declare what it guarantees and prove it.

License

MIT — see LICENSE.

The shell has two surfaces but is one object. Clone the shell. Inhabit it. Add your layer.

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Constraint-aware agentic compiler — assembles optimal components from the SuperInstance ecosystem with proof-carrying guarantees

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