EPISODE · Jul 30, 2026 · 18 MIN
EP337: Why AI Agents Fail in Silence
from Learning GenAI via SOTA Papers · host Yun Wu
Title: Ask the World Before Acting: Budgeted Environment Probing for World-Model CalibrationSource: http://arxiv.org/abs/2606.31422v1Summary:This work introduces a budgeted probing framework to address the critical issue of world-model drift in long-horizon planning agents. By formalizing environment feedback as a scarce calibration resource rather than just a task progression tool, it establishes a foundational method for active belief-state repair and perception in agentic loops.
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EP337: Why AI Agents Fail in Silence
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