---
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
sdk: gradio
sdk_version: 4.36.0
---

# 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