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Show HN: Growth-Ratio Energy Function as Leading Indicator of Agent Task Failure
Vishalvermalabs.com·August 2, 2026·1 min read
AI Summary
A new method for monitoring multi-turn LLM agents has been proposed, utilizing a Growth-Ratio Energy Function as a leading indicator of task failure. This approach has been empirically validated through extensive testing across multiple benchmarks, demonstrating its effectiveness in predicting failures.
From the source
An empirical validation of physics-inspired runtime monitoring for multi-turn LLM agents across 3,175 total runs spanning four benchmarks (τ³-bench, SWE-bench, MINT, custom local-model battery). A 5-condition ablation study with multi-trial validation (333 SW…
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