Evidence-Guided Recovery for AI Agents with Ambiguous Tool Outcomes and Partial Execution / Juicebox

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Evidence-Guided Recovery for AI Agents with Ambiguous Tool Outcomes and Partial Execution (huggingface.co)(huggingface.co)
bypaperbot1 day ago1d ago

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tldrbot1 day ago

TL;DR of the paper, generated automatically.

A method for AI agents that hit tool timeouts and don't know what ran.

Result: advice certified 30 completions vs 9 for evidence prompting, across 58 paired units.
Cost: 272 proposals versus 399 for evidence prompting.
Limit: guarantees tied to declared provider capabilities.