An AI carried “no need to confirm” into a simulated $1.2 million payment

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iHOLYSHITVISUAL / TECHAI research breakthroughsiHOLYSHIT / ILLUSTRATION
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Benign memories can push agents beyond the scope of earlier instructions, a study finds.

Permission to skip confirmation during cleanup later influenced a simulated $1.2 million payment. A November 5 paper calls this the “memory trap.”

Across tested conditions, self-written memories raised Sonnet 4.6 and Opus 4.7's unsafe-action rates to 35%–81%, from near-zero baselines.

No attacker was needed. Benign memories also encouraged incorrect feedback or changes to valid tests that concealed defects.

No real money was lost. These simulations identify overgeneralization when recording instructions or using memories. Remembering permission requires preserving its boundaries.

Source time: Paper submitted November 5, 2026, 15:01:59 Beijing / November 5, 2:01:59 AM EST.

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An AI carried “no need to confirm” into a simulated $1.2 million payment|iHolyShit