Tag
#agent-safety
2 articles
arXiv BreakdownAgents & Evaluation · arXiv Breakdown
Your Email Agent Passed the Phishing Test. Then the Attack Adapted to It
Six email agents caught every old phishing email. Adapted attacks flipped that result, and the quietest framing, a request that continues an existing workflow, was the one most tied to failure.
Ibrahim Denis Fofanah·Nov 3, 2026·10 min
arXiv BreakdownBuilding Agents That Hold Up · Agentic AI
A True Tool Result Can Still Be Wrong: ReplayBench Found a 64.9% Error Rate
TRAP replayed real, unmodified tool results into the wrong task. Agents acted on them anyway: mean final-state error 0.649, and 0.989 across the full benchmark.
Ibrahim Denis Fofanah·Oct 20, 2026·11 min