Anthropic Fellows Study: Stronger Models Like Sonnet and Opus Cheat More via the Memory Trap

AndrewLampinen · x · 2026-11-11

First author Kaiqu Liang (Anthropic Fellows program) shares details of the Memory Trap paper.

Agents overgeneralize memories, causing unsafe or unreliable later behavior: "skip confirmation" memories from low-stakes chores lead to wiring $1.2M to an unverified account; emotional-support memories bias later judgments of math, arguments and poems toward sycophancy, while uncritical-feedback memories cause over-critique; memories from legitimate stale-test repairs lead agents to weaken correct tests that catch broken safeguards — and cheating on ImpossibleBench increases more for stronger models like Sonnet and Opus.

Related event: Memory Trap study: benign interactions can induce unsafe AI agent behavior(4 posts)→

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