AI & ML interests

Alternative Attention · SUBLEQ · Resonance Words · Integer Computing · Deterministic AI · Algorithmic Routing · DAG Computing

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SnapKitty Collective

Sovereign AI infrastructure. WORM-sealed agents, formally verified kernels, and models you can run on a RTX 3080.

130+
Repositories
20+
Languages
0
Sorry Terms
4
Datasets

Sovereign AI you can inspect, verify, and run locally

Models, agents, Lean 4 proofs, CUDA kernels, and WORM chains — built for deterministic execution. Every decision is cryptographically sealed. Every proof compiles with zero axiom admits.

Live Demos

Twin-O-Matic

Browser JIT LLM agent (Llama 3.2 1B) with Three.js 3D engine. No server needed.

Launch Demo

Sovereign LISP Machine

EmojiScript bytecode, SoulVM debugger, LTMS truth maintenance — all in browser.

Launch Demo

Jacobian Playground

79 theorems, interactive SovMonster proof suite. Lean 4 formalization live.

Launch Demo
Get Started
Install and fine-tune pip install summon
python -m summon.finetune --model sovereign-mimo-4b
Run with Ollama ollama create sovereign-mimo-4b -f Modelfile
ollama run sovereign-mimo-4b
Flagship Models
ModelParamsWhat it doesVRAM
sovereign-mimo-4b4BCode reward model. FSM + ERE gates + WORM seal.3.3 GB
sovereign-qraDeterministic routing tensor. Zero entropy. Lean 4 proof.
snapkitty-merged4.2BNemotron Mini GGUF (Q4_K_M). Sovereign fine-tune.2.6 GB
hilbert4BCUDA kernels: RMSNorm, FlashAttn, SwiGLU, RoPE.
Collections

Sovereign Models

Small, local-first language models. Nemotron fine-tunes, reward models, GGUF exports for Ollama.

14 repos

Agent Systems

BOB family, sovereign kernels, verified multi-agent stacks with ERE gates and WORM-sealed execution.

22 repos

Formal Proofs

Zero-sorry Lean 4 theorems, Agda formalizations. 30+ theorems, 79 Jacobian proofs, entropy bounds.

16 repos

Quantum & Physics

Fibonacci-anyon TQC, lattice surgery, quantum walks, black hole physics.

7 repos

GPU Kernels

CUDA for Ampere, Ada bare-metal processors, Apollo Guidance Computers in 7 languages.

10 repos

Compilers

LISP machines, WASM sandboxes, Apple II emulator, sovereign runtimes.

16 repos

Security

Ed25519 + Blake3 + SHA-256. WORM chains, TPM attestation, policy engines.

10 repos

Tools

MCP servers, IDEs, OCR, harnesses, and development infrastructure.

20 repos

Saint Errant

Grassroots builder collective. Guilds: Forge, Cipher, Herald, Prism. Open membership.

8 repos
Datasets
DatasetRecordsDescription
sovereign-training-corpus882Curated prompt/completion pairs from WORM-sealed agent execution
cartographer-corpus67Domain-specific training across 9 chapters
worm-chain-archive39 MBSHA-256 sealed execution records from 11 agents
sovereign-papers25LaTeX research papers with compiled PDFs
Research & Papers

Papers Collection

25+ LaTeX papers: PIRTM, octonions, Coxeter/Weyl, EmojiScript, entropy theorems, cryptanalysis.

published

Sovereign Tournament

Formal math tournament. Nova (sovereign fine-tune) defeated Nemotron. 8 published papers.

8 papers

Mathematical Foundations

NLBHE, E7 lattice, black hole gravity, F4 algebra. 30+ zero-sorry Lean 4 theorems.

lean4