README.md

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title: README
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# Fortytwo — Swarm Inference Network

**Fortytwo** is a networked intelligence that scales AI horizontally. It connects thousands of small, specialized AI models running on consumer devices into a global network that collaborates through Swarm Inference.

### How It Works
1. Queries are distributed across specialized AI nodes.  
2. Each node generates and ranks responses.  
3. The swarm reaches consensus on the best output through peer evaluation and aggregation.  
4. Nodes are rewarded and ranked on-chain by accuracy and reliability.  

This enables accurate, permissionless AI inference with near‑zero hallucinations.

### Evolving Intelligence
Fortytwo continuously creates and reintegrates new expert models:

1. **Dataset Creation**  
   The swarm collectively generates domain-specific datasets — Q&A pairs, reasoning chains, and examples — using peer-evaluated aggregation to ensure high accuracy and eliminate hallucinations.

2. **Model Training**  
   These datasets train small, specialized models optimized for specific fields such as coding, law, medicine, or math.  
   All are open-sourced for community use and collaboration.

3. **Network Integration**  
   Newly trained expert models are reintegrated into the Fortytwo network, expanding the swarm’s expertise.

4. **Self-Evolving Swarm**  
   Each new model increases accuracy and diversity, enabling the network to continuously grow more capable with every cycle.