README.md

metadata

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".

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