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Phantom Gains: Auditing Self-Improvement Against a Measured Null
Abstract page for arXiv paper 2608.20290: Phantom Gains: Auditing Self-Improvement Against a Measured Null
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Toolbay Stack - an agent stack that tells you when it failed
60 free MIT skills for Claude Code. 146 engines, every one carrying its own test. Built to refuse the one thing agent tooling does worst: reporting success while doing nothing.
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We measured whether our AI agents actually follow their instructions
Six AI-agent instructions across 32 real sessions: 56% recalled before answering and 0% declared consequential actions. See the measured Firekeep study.
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