README.md

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title: "Stefan Wiest"
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# Stefan Wiest — AI Research

**Multi-Agent Coordination & Signal Theory**

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## Research Focus

### Harmonic Coordination Theory (HCT)
A musical ontology for multi-agent systems addressing the "Coordination Crisis" in scaling MAS.

- **[hct-spec](https://huggingface.co/stefanwiest/hct-spec)** — Protocol specification and reference implementation
- Published CS.AI and CS.MA papers
- 6-layer model: Transport, Orchestration, Semantic Coordination

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## Curated Collections

| Collection | Focus |
|------------|-------|
| Multi-Agent Coordination | A2A, MCP, orchestration patterns |
| LLM Reasoning | CoT, ToT, ReAct, planning frameworks |
| Memory & Context | RAG, hierarchical memory, context engineering |
| Quality Monitoring | Hallucination detection, model collapse |
| Tool Use & Execution | Toolformer, MCP, dynamic tool selection |
| Safety & Alignment | Guardrails, constitutional AI |

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## Connect

- 🔧 **Engineering**: [@skew202](https://huggingface.co/skew202) — Tools, Spaces, Demos
- 🌐 **Website**: [stefanwiest.de](https://stefanwiest.de)
- 📝 **Writing**: [SeekingSota](https://seekingsota.com)