sovereign-llm / README.md
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---
language: [en]
license: other
license_name: sovereign-source-license-v2
tags: [rust, llm, sovereign, snapkitty, quantum, worm, slc, gguf]
---
# sovereign-llm β€” Quantum-Seeded Sovereign LLM Engine
**Rust binary** wrapping Mistral GGUF inference with genuine quantum entropy.
Built by Ahmad Ali Parr Β· SnapKitty Collective
## Pipeline
```
ANU QRNG (Australian National University quantum vacuum)
↓ 32 bytes β†’ Born-rule collapse
β†’ unique temperature per run [0.15, 1.2]
β†’ HKDF-SHA256 seed derivation
snapkitty-mistral (Ollama / llama.cpp CUDA)
↓ bool formula (NAND attention) + softmax over 32k vocab
SLC membrane (5 regex banks, 3-pass recursive)
↓ pass / sanitize / quarantine / reject
WORM chain (SHA-256 append-only)
↓ QUANTUM_ENTROPY seal + GENERATION seal
Sovereign answer
```
## The Math
An LLM is:
1. **Bool formula** β€” NAND decomposition of transformer attention (proven in DOI 10.5281/zenodo.21351461)
2. **Softmax** β€” picks the next token from the logit distribution
We replace the PRNG sampler with **actual quantum vacuum fluctuations** from ANU.
Every generation starts in a genuinely different quantum state.
## Usage
```bash
sovereign-llm --prompt "your query" --agent BOB
```
## Trust
**Bel Esprit D'Accord Irrevocable Trust** Β· EIN 42-6976431