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README.md

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 ---
-title: Omc Framework Explorer
-emoji: 🏃
-colorFrom: yellow
-colorTo: green
-sdk: gradio
-sdk_version: 6.13.0
+title: OneManCompany Talent Market Explorer
+description: Interactive demo of OMC's organizational framework for multi-agent systems - explore Talent recruitment and E²R tree search visualization
 app_file: app.py
-pinned: false
+sdk: gradio
+sdk_version: 4.36.0
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# OneManCompany Talent Market Explorer
+
+Interactive exploration of the organizational framework from ["From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company"](https://huggingface.co/papers/2604.22446).
+
+## Features
+
+- **Talent Market Simulation**: Demonstrates dynamic recruitment of portable agent identities to cover task requirements within budget constraints
+- **E²R Tree Search Visualization**: Interactive simulation of the Explore-Execute-Review hierarchical loop with configurable parameters
+
+## OMC Concepts Demonstrated
+
+1. **Talent Abstraction**: Encapsulating skills, tools, and runtime configs as portable identities
+2. **On-Demand Recruitment**: Greedy algorithm selecting optimal talent combinations
+3. **E²R Loop**: Explore (decomposition) → Execute (branching) → Review (aggregation)
+4. **Formal Guarantees**: Termination and deadlock-freedom
+
+## Paper Results
+- 84.67% success rate on PRDBench (+15.48pp over SOTA)
+- Cross-domain generalization validated