OPOD
OPOD (On-Policy Orchestration Distillation) is an optimization method within the POrchestra framework. It back-attributes sub-agent proactive revision requests to prior orchestration decisions, providing process supervision signals that, combined with final rewards, jointly optimize the orchestration strategy. This approach addresses the sparse feedback problem common in long-horizon task execution.
Timeline (last 90 days)
The researchers proposed the optimization method On-Policy Orchestration Distillation (OPOD).
OPOD retrospectively attributes the sub-agent's proactive revision requests to prior orchestration decisions, derives improvement signals, and uses them jointly as process supervision alongside final rewards.
With OPOD, the success rate of small orchestrators improves by an average of 10.0% compared to existing training baselines.
All Facts (3)
The researchers proposed the optimization method On-Policy Orchestration Distillation (OPOD).
50%UnverifiedOPOD retrospectively attributes the sub-agent's proactive revision requests to prior orchestration decisions, derives improvement signals, and uses them jointly as process supervision alongside final rewards.
50%UnverifiedWith OPOD, the success rate of small orchestrators improves by an average of 10.0% compared to existing training baselines.
50%