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+ # SnapKitty β€” Integrity DAG + Sovereign Computation Research
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+
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+ **One sentence:** A formally specified integrity DAG that gates every claim, proof, decision, and execution in an AI pipeline β€” plus experimental SUBLEQ-based attention routing and formally verified entropy bounds.
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+
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+ ---
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+
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+ ## What This Is
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+
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+ This repository is the research synthesis of the SnapKitty project. It contains:
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+
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+ 1. **The ICP-DAG** β€” a working governance DAG enforced by both Answer Set Programming and MUMPS, with 10 integrity invariants. Nothing executes without passing the graph.
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+
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+ 2. **SUBLEQ Attention** β€” an experimental replacement of softmax attention where activation vectors become SUBLEQ programs, integer routing replaces probability distributions.
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+ 3. **Formally proved results** β€” Jordan fixed-point commutativity (0 sorry), entropy bound H < 0.20 nats (0 sorry), Fibonacci dimension recurrence.
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+ 4. **Quantum swarm** β€” classical multi-agent inference system with real quantum entropy from ANU QRNG. Not a quantum computer. Precisely defined in `docs/QUANTUM_SWARM.md`.
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+
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+ 5. **Topological quantum computing** β€” Lean 4 formalizations of Fibonacci anyons, braid group, and classical simulations. Pentagon/hexagon axioms are incomplete. See `docs/TOPOLOGICAL_QUANTUM.md`.
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+
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+ ---
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+
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+ ## Quick Start
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+
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+ ```bash
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+ # Verify the entropy bound (Python stdlib only)
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+ cd sovereign-entropy-theorem
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+ python python/verify_entropy.py
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+
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+ # Install the EntropyGovernor LogitsProcessor
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+ pip install snapkitty-entropy[hf]
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+
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+ # Run the ICP governance DAG tests
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+ # (requires GT.M or CachΓ© MUMPS installation)
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+ mumps -run TEST^ICP-DAG
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+
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+ # Run the SUBLEQ VM tests
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+ cd DEVFLOW-FINANCE/snapkitty-wasm
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+ cargo test
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+
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+ # Run the Resonance ISA VM tests
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+ cd snapkitty-resonance-isa
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+ cargo test
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+ ```
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+
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+ ---
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+
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+ ## What Actually Works
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+
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+ | Component | Status | Tests |
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+ |-----------|--------|-------|
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+ | SUBLEQ VM (Rust/WASM) | βœ“ Working | 4 passing |
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+ | Resonance ISA VM (Rust) | βœ“ Working | 3 passing |
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+ | ICP-DAG MUMPS | βœ“ Working | TEST entry |
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+ | ICP-DAG ASP | βœ“ Spec | Requires Clingo |
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+ | ERE quality filter (JS) | βœ“ Working | β€” |
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+ | EntropyGovernor (Python) | βœ“ Working | β€” |
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+ | Jordan proof (Lean 4) | βœ“ 0 sorry | `lake build` |
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+ | Entropy bound (Lean 4) | βœ“ 0 sorry | `lake build` |
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+ | Fibonacci anyon sim (Rust) | βœ“ Working | Passing |
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+ | Quantum WASM (44KB binary) | βœ“ Working | β€” |
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+ | Braid B₃ access control (Rust) | βœ“ Working | 4 passing |
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+ | SUBLEQ attention (J) | βœ“ Runs | β€” |
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+ | Braid synthesis (Lean 4) | βœ— All sorry | β€” |
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+ | HybridQuantumSAT | βœ— Stub | β€” |
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+
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+ ---
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+
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+ ## What Has Not Been Benchmarked
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+
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+ - SUBLEQ attention vs. softmax: **no benchmark**
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+ - Latency comparison: **no benchmark**
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+ - Hallucination rate improvement: **no benchmark**
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+ - FLOPs comparison: **no benchmark**
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+
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+ Do not cite this repository as evidence of performance improvements without running these benchmarks first.
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+
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+ ---
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+
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+ ## Documentation
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+
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+ | Document | Contents |
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+ |----------|----------|
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+ | `docs/REPOSITORY_INVENTORY.md` | Complete evidence map β€” every algorithm, DAG, and quantum component |
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+ | `docs/ARCHITECTURE.md` | Architectural synthesis β€” what the common structure is |
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+ | `docs/QUANTUM_SWARM.md` | Precise definition of the quantum swarm (for researchers) |
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+ | `docs/TOPOLOGICAL_QUANTUM.md` | What is established vs. experimental in the TQC work |
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+ | `docs/RESEARCHER_EXPLANATION.md` | Q&A for a quantum computing or AI researcher |
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+
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+ ---
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+
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+ ## License
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+
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+ Apache-2.0 (harness code and documentation)
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+ BSL-1.1 / AGPL-3.0 / MPL-2.0 (research core)
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+ Patent Pending β€” Bel Esprit D'Accord Irrevocable Trust EIN 42-697643
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+
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+ ---
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @software{snapkitty2026,
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+ author = {Ali Parr, Ahmad and Westerhoff, Jessica},
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+ title = {SnapKitty: Integrity DAG and Sovereign Computation Research},
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+ year = {2026},
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+ url = {https://github.com/SNAPKITTYWEST/snapkitty-open-source}
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+ }
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+ ```