tau-bench

Timeline

1. Oct 8, 2026 · Research paper · 1 source
   Environmental Feedback Modeling Matters: Rethinking Feedback Treatment in Agentic Hindsight Self-Distillation
   Given that environmental feedback contains rich supervision for modeling how the environment responds to agent actions, we introduce agentic SElf-distilLation with environmental Feedback modeling (SELF), a framework that jointly optimizes environmental feedback modeling and hindsight self-distillation.
2. Oct 8, 2026 · Research paper · 1 source
   When Interfaces Speak: Data-Aware Generative UI Harness for Active Interaction
   We propose GenUI-Harness, a multi-agent harness pairing a Tool Agent for information retrieval and task execution with a GUI Coder Agent that identifies ambiguities and generates front-end code for structured interfaces.

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