---
title: Research and Papers
emoji: 📚
colorFrom: purple
colorTo: indigo
sdk: static
pinned: false
short_description: Papers, tournament results and open scholarship
license: agpl-3.0
tags:
- snapkitty
---

# 📚 Research and Papers

Published research, tournament results and open scholarship with traceable evidence.

**12 repositories** · [Browse the interactive page](https://huggingface.co/spaces/Snapkitty/research-and-papers) · [SnapKitty home](https://huggingface.co/Snapkitty)

| Repository | What it is |
|---|---|
| [bio-semantics](https://huggingface.co/Snapkitty/bio-semantics) | Gene-expression semantic modelling pipeline. |
| [cartographer-corpus](https://huggingface.co/datasets/Snapkitty/cartographer-corpus) | 67 domain-specific training examples across 9 chapters: credit repair, trust architecture, ACH disputes, FCRA law, fiduciary agents, bankruptcy, IRS audit codes. |
| [forge-tournament-paper](https://huggingface.co/datasets/Snapkitty/forge-tournament-paper) | Reverse-engineering computational constraints from ancient numerical systems to topological cryptography. |
| [ironic-mirror](https://huggingface.co/Snapkitty/ironic-mirror) | Reflective analysis framework for sovereign AI introspection and self-evaluation. |
| [quantum-swarm](https://huggingface.co/Snapkitty/quantum-swarm) | Quantum-inspired swarm intelligence for multi-agent coordination and optimization. |
| [snapkitty-mistral](https://huggingface.co/Snapkitty/snapkitty-mistral) | Mistral fine-tune checkpoint on sovereign domain data. Experiment toward own-model training. |
| [snapkitty-papers](https://huggingface.co/Snapkitty/snapkitty-papers) | Research publications: architecture, PIRTM, octonions, Coxeter/Weyl, EmojiScript, Goldilocks mathematics. |
| [SNAPKITTYWEST-public-snapshot](https://huggingface.co/Snapkitty/SNAPKITTYWEST-public-snapshot) | Public snapshot of organization state and full repository inventory. |
| [sovereign-papers](https://huggingface.co/datasets/Snapkitty/sovereign-papers) | 25 LaTeX research papers: mathematical foundations, AI agent research, tournament papers, cryptanalysis, and architecture. Includes compiled PDFs. |
| [sovereign-tournament](https://huggingface.co/Snapkitty/sovereign-tournament) | Formal mathematics tournament. Sovereign agents vs frontier models. Nova defeated Nemotron. 8 published papers. |
| [sovereign-training-corpus](https://huggingface.co/datasets/Snapkitty/sovereign-training-corpus) | 882 curated prompt/completion pairs from WORM-sealed agent execution. Primary training corpus, chat format, adversarial sessions, PAX-Coder splits. |
| [worm-chain-archive](https://huggingface.co/datasets/Snapkitty/worm-chain-archive) | Append-only SHA-256 audit chain logs from 11 sovereign agents. 39 MB of cryptographically sealed execution records. |

## License

Licensed under **AGPL-3.0**. Full text: [LICENSE](LICENSE). Each listed repository carries its own license in its card.

### 💼 Commercial License

SnapKitty code is free and open under **AGPL-3.0** for open-source use. Building a commercial product or service? A **proprietary commercial license** from Snapkitty Collective LLC lets you ship SnapKitty code without the AGPL's source-sharing and network-use obligations.

**[→ Get a commercial license](mailto:A.parr@belespritdaccord.uk?subject=SnapKitty%20commercial%20license)** · A.parr@belespritdaccord.uk