Author

Sagar Deb

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Preprint Jul 2026

STOCKTAKE: Measuring the Gap Between Perception and Action in LLM Agents with a Fair Oracle

STOCKTAKE is introduced, a 26-week supply-chain replenishment benchmark built as a factored partially observable Markov decision process with six hidden factor processes, designed so that a fair reference policy is computable: an exact Bayes filter per factor drives a rollout policy on the identical observation stream the agent receives.

Sagar Deb, Ashwanth Krishnan · 0 citations