SkillOrchestra

Learning to Route Agents via Skill Transfer

Jiayu Wang, Yifei Ming, Zixuan Ke, Shafiq Joty, Aws Albarghouthi, Frederic Sala

University of Wisconsin-Madison · Salesforce AI Research

Phase 0: Exploration

Run all 6 pool models on every training query to collect execution traces.

Model Pool

Exploration Traces (click a row to expand)

Phase 1: Skill Handbook Learning

Discover skills from contrastive traces, profile agents, and refine the taxonomy.

Phase 2: Pareto-Optimal Handbook Selection

Evaluate candidate handbooks at different granularities and select the Pareto-optimal one on the validation set.

Phase 3: Testing

Deploy the selected handbook and evaluate on 500 held-out NQ test queries.

Routing Trace Examples

Curated examples showing skill-aware routing in action.