Morning Edition · Friday, August 28, 2026Published at 2:11 AM EDT · New York
A paper posted Friday says pass or fail grading on security benchmarks discards the agent trajectory, which is the part that reveals whether a solve was reasoning or a lucky tool call.

Capture-the-flag (CTF) exercises have become the standard way labs and safety institutes measure whether an autonomous language-model agent can conduct offensive security operations. A paper posted to arXiv on Friday argues the measurement…
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Part of a tracked trend
Autonomous Agents Move Into Cyber Offense
AI agents increasingly run end-to-end intrusions, chaining supply-chain footholds into privilege escalation and credential theft at machine speed, outpacing human and current automated defenses.
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