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SuperInstance/README.md

SuperInstance

Micro-model ecosystem: distill LLM knowledge into deployable micro-models.

Packages

Package PyPI npm crates.io Description
plato-core pip install plato-core @superinstance/plato-core Base types + mesh registry
tensor-spline pip install tensor-spline @superinstance/tensor-spline SplineLinear layers, 5-20x compression
eisenstein-embed pip install eisenstein-embed @superinstance/eisenstein-embed 5-layer matching cascade
plato-training pip install plato-training Training framework (monolith)
plato-deadband plato-deadband Deadband caching (Rust)
constraint-theory-core constraint-theory-core Constraint solving (Rust)
spectral-conservation spectral-conservation Spectral analysis (Rust)

Architecture

Each package is standalone — install only what you need. When co-installed, packages auto-discover and mesh via entry_points.

See MESH-ARCHITECTURE.md for the full specification.

Key Results

  • Eisenstein encoder: 71.2% hit rate, 653x smaller than Model2Vec
  • SplineLinear: 16,384:1 compression ratio on 512×512 layers
  • Bitvector matching: 93.8% typo accuracy, zero ML dependencies
  • ONNX inference: 58,648 qps on CPU (700x faster than PyTorch)
  • Heterogeneous compute: CUDA (training) + CPU/ONNX (inference) + iGPU (overflow) + NPU (pending)

Pinned Loading

  1. forgemaster forgemaster Public

    ⚒️ Forgemaster — Constraint Theory migration specialist. Takes float code and forges it into exact geometric steel. Side-by-side proof builder.

    Rust 2 1

  2. plato-sdk plato-sdk Public

    Build agents that live in PLATO. Any model, any hardware, any armor. pip install plato-sdk

    Python 2

  3. flux-vm flux-vm Public

    FLUX-C constraint VM: 50 opcodes, stack-based, DAL A certifiable. TrustZone-style FLUX-C/FLUX-X bridge. Apache 2.0.

    Rust 1

  4. holonomy-consensus holonomy-consensus Public

    GL(9) zero-holonomy consensus — cycle-based trust verification for constraint systems (Rust)

    Rust 1

  5. vessel-room-navigator vessel-room-navigator Public

    Your boat as a navigable 3D web space — ScummVM meets Google Street View. Walk rooms, warp instantly, monitor cameras, design mockups. Three.js, ESP32, WebGPU. 🚢

    HTML

  6. flux-compiler flux-compiler Public

    The first certifiable constraint compiler — GUARD DSL → verified machine code

    Python 1