#workflow

2 articles

01 ·Paper Deep-Dives·★ MEMBER·PAPER·7 min read Paper Deep Dive: From Evidence to Action: How Tool-Using Agents Fail — Reading the Failure Diagnostics and Interventions SafeActBench splits tool-using agent failures into a chain of investigate, act, and hand off. This deep dive reads the paper through its appendices: how each failure diagnostic is defined, what agents do when decisive evidence is removed, and whether structuring evidence actually helps. 02 ·Agents·FREE·PAPER·6 min read SafeActBench explained (arXiv:2610.07753) — tool agents fail before execution A correct outcome does not mean the action was supported by evidence gathered beforehand. Across 656 SafeActBench cases and ten model-harness configurations, static action judgment scores 83.7-97.7 while interactive execution falls to 47.3-72.6 — and most failures start before execution.