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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
+```
+Query → Inference → Peer Evaluation → Ranked Output Aggregation → Reputation
+```
+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.
+
+---
+
+### Join the Swarm
+Run a node • Create specialized models • Build on decentralized AI.  
+[fortytwo.network](https://fortytwo.network) | [@fortytwonetwork](https://x.com/fortytwonetwork) | [Discord](https://discord.gg/eN7A3tbRUM) | [arXiv](https://arxiv.org/abs/2409.08386)