---
language: [en]
license: other
license_name: sovereign-source-license-v2
tags: [rust, llm, sovereign, snapkitty, quantum, worm, slc, gguf]
---

# sovereign-llm — Quantum-Seeded Sovereign LLM Engine

**Rust binary** wrapping Mistral GGUF inference with genuine quantum entropy.  
Built by Ahmad Ali Parr · SnapKitty Collective

## Pipeline

```
ANU QRNG (Australian National University quantum vacuum)
    ↓ 32 bytes → Born-rule collapse
    → unique temperature per run [0.15, 1.2]
    → 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** — NAND decomposition of transformer attention (proven in DOI 10.5281/zenodo.21351461)
2. **Softmax** — 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** · EIN 42-6976431