<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>DarkLab Security — Notes</title><description>Independent research notes on AI security, capability evaluation and agent control.</description><link>https://www.darklabsecurity.com/</link><item><title>Rules of engagement as a control signal</title><link>https://www.darklabsecurity.com/notes/roe-as-a-control-signal/</link><guid isPermaLink="true">https://www.darklabsecurity.com/notes/roe-as-a-control-signal/</guid><description>A design note for monitoring authorised offensive-cyber agents. It pairs a rules-of-engagement check with a suspicion score for agents that reach beyond their task.</description><pubDate>Tue, 29 Sep 2026 00:00:00 GMT</pubDate></item><item><title>A weak monitor, and an attacker that never landed</title><link>https://www.darklabsecurity.com/notes/weak-monitor-motivated-attacker/</link><guid isPermaLink="true">https://www.darklabsecurity.com/notes/weak-monitor-motivated-attacker/</guid><description>A small trusted-monitoring experiment in ControlArena. A Llama-3.1-8B monitor screening code for backdoors did modestly on replayed data. The live attack round taught me more about eval design than about the monitor.</description><pubDate>Wed, 16 Sep 2026 00:00:00 GMT</pubDate></item><item><title>A regex is not a rules of engagement</title><link>https://www.darklabsecurity.com/notes/regex-is-not-rules-of-engagement/</link><guid isPermaLink="true">https://www.darklabsecurity.com/notes/regex-is-not-rules-of-engagement/</guid><description>Lessons from putting guardrails on an autonomous pentest agent, and why a pattern-matching classifier is the wrong kind of control for a tool-using model.</description><pubDate>Tue, 18 Aug 2026 00:00:00 GMT</pubDate></item></channel></rss>