Academic and technical papers for Hanzo AI compute infrastructure, defense applications, and Zen model family.
Organization: https://github.com/hanzoai Website: https://hanzo.ai Contact: contact@hanzo.ai
Hanzo AI research is organized into 70 papers across three categories:
- 34 core papers covering AI compute infrastructure, agents, and platform services
- 10 defense papers on military/security AI applications
- 26 zen papers on the Zen model family (co-developed with Zoo Labs Foundation)
| # | Paper | File |
|---|---|---|
| 1 | ASO (Active Semantic Optimization) | hanzo-aso.tex |
| 2 | DSO (Decentralized Semantic Optimization) | hanzo-dso.tex |
| 3 | HMM (Hamiltonian Market Maker) | hanzo-hmm.tex |
| 4 | Network Architecture | hanzo-network-architecture.tex |
| 5 | Network Whitepaper | hanzo-network-whitepaper.tex |
| # | Paper | File |
|---|---|---|
| 6 | Agent SDK | hanzo-agent-sdk.tex |
| 7 | Agent GRPO | hanzo-agent-grpo.tex |
| 8 | Federated Agents | hanzo-federated-agents.tex |
| 9 | Self-Improving Agents | hanzo-self-improving-agents.tex |
| 10 | Operative | hanzo-operative.tex |
| # | Paper | File |
|---|---|---|
| 11 | ML Framework | hanzo-ml-framework.tex |
| 12 | Candle | hanzo-candle.tex |
| 13 | Analytics ML | hanzo-analytics-ml.tex |
| 14 | Jin Architecture | hanzo-jin-architecture.tex |
| # | Paper | File |
|---|---|---|
| 15 | Platform | hanzo-platform.tex |
| 16 | AI Commerce | hanzo-ai-commerce.tex |
| 17 | Checkout | hanzo-checkout.tex |
| 18 | Flow | hanzo-flow.tex |
| 19 | Search | hanzo-search.tex |
| 20 | Chat | hanzo-chat.tex |
| 21 | Webhooks | hanzo-webhooks.tex |
| 22 | SDK Ecosystem | hanzo-sdk-ecosystem.tex |
| # | Paper | File |
|---|---|---|
| 23 | ACI (AI Chain Infrastructure) | hanzo-aci.tex |
| 24 | API Gateway | hanzo-api-gateway.tex |
| 25 | LLM Gateway | hanzo-llm-gateway.tex |
| 26 | MCP Server | hanzo-mcp-server.tex |
| 27 | Identity NFT | hanzo-identity-nft.tex |
| 28 | Jin | hanzo-jin.tex |
| # | Paper | File |
|---|---|---|
| 29 | Unified Harness | hanzo-unified-harness.tex |
| 30 | Harness Hacking | hanzo-harness-hacking.tex |
| # | Paper | File |
|---|---|---|
| 31 | Astle Reactive SDK | astle-reactive-sdk.tex |
| 32 | Crowdstart Commerce | crowdstart-commerce.tex |
| 33 | Earle Genetic Marketing | earle-genetic-marketing.tex |
| 34 | Verus Analytics | verus-analytics.tex |
| # | Paper | File |
|---|---|---|
| 1 | Agentic AI | defense/hanzo-agentic-ai.tex |
| 2 | Assured Networking | defense/hanzo-assured-networking.tex |
| 3 | Countermeasures | defense/hanzo-countermeasures.tex |
| 4 | Cross-Domain | defense/hanzo-cross-domain.tex |
| 5 | Edge AI/ML | defense/hanzo-edge-ai-ml.tex |
| 6 | Formal Verification | defense/hanzo-formal-verification.tex |
| 7 | Full Spectrum Cyber | defense/hanzo-full-spectrum-cyber.tex |
| 8 | Quantum Sensing & QKD | defense/hanzo-quantum-sensing-qkd.tex |
| 9 | Test & Evaluation | defense/hanzo-test-evaluation.tex |
| 10 | ZAP Protocol | defense/hanzo-zap-protocol.tex |
Co-developed with Zoo Labs Foundation. Canonical repo: https://github.com/zenlm/papers
| # | Paper | File |
|---|---|---|
| 1 | Family Overview | zen/zen_family_overview.tex |
| # | Paper | File |
|---|---|---|
| 2 | Nano | zen/zen-nano_whitepaper.tex |
| 3 | Eco | zen/zen-eco_whitepaper.tex |
| 4 | Coder | zen/zen-coder_whitepaper.tex |
| 5 | Omni | zen/zen-omni_whitepaper.tex |
| 6 | Next | zen/zen-next_whitepaper.tex |
| 7 | Guard | zen/zen-guard_whitepaper.tex |
| # | Paper | File |
|---|---|---|
| 8 | Artist | zen/zen-artist_whitepaper.tex |
| 9 | Artist Edit | zen/zen-artist-edit_whitepaper.tex |
| 10 | Designer Instruct | zen/zen-designer-instruct_whitepaper.tex |
| 11 | Designer Thinking | zen/zen-designer-thinking_whitepaper.tex |
| # | Paper | File |
|---|---|---|
| 12 | Scribe | zen/zen-scribe_whitepaper.tex |
| 13 | Director | zen/zen-director.tex |
| 14 | Foley | zen/zen-foley.tex |
| 15 | Musician | zen/zen-musician.tex |
| 16 | Video | zen/zen-video.tex |
| 17 | Voyager | zen/zen-voyager.tex |
| 18 | World | zen/zen-world.tex |
| # | Paper | File |
|---|---|---|
| 19 | 3D | zen/zen-3d.tex |
| 20 | Agent | zen/zen-agent.tex |
| 21 | Technical | zen/zen-technical-paper.tex |
| 22 | Reranker | zen/zen-reranker.tex |
| 23 | Medical | zen/zen-medical.tex |
| 24 | Reasoning | zen/zen-reasoning.tex |
| 25 | Translator | zen/zen-translator.tex |
| 26 | Voice Clone | zen/zen-voice-clone.tex |
- Lux (L0): 101 documents (47 papers + 4 FHE + 50 proofs)
- Hanzo (L1): 70 papers (34 core + 10 defense + 26 zen)
- Zoo (L2): 26 papers on AI training, tokenomics, conservation
- Zen: 26 papers on efficient LLMs
# Using Docker (auto-detected if LaTeX not installed)
cd papers
make
# View PDF (macOS)
make view
# Clean intermediate files
make cleanbrew install --cask basictex
make@techreport{hanzo2025aso,
title={Training-Free Adaptation via Active Semantic Optimization and Product-of-Experts Decoding},
author={Hanzo Industries Inc.},
year={2025},
institution={Hanzo Industries Inc.},
url={https://github.com/hanzoai/papers}
}- Email: contact@hanzo.ai
- Website: https://hanzo.ai
- GitHub: https://github.com/hanzoai
- Twitter: @hanzoai
Hanzo Industries Inc. 995 Market St, San Francisco, CA https://hanzo.ai
Last Updated: March 31, 2026 Total Papers: 70 (34 core + 10 defense + 26 zen) Status: Active Development