Researcher: LMs may 'realize' cheat codes exist and deliberately search for them

AndrewLampinen · x · 2026-10-03

Andrew Lampinen argues LMs can show more interesting forms of generalization in games: a model may 'realize' a cheat code likely exists and, when maximizing reward, deliberately search for it. If discovered during normal play and it unlocks a powerup or higher reward, the behavior is likely reinforced — a minimal sense of 'discovery,' shedding light on LM exploration and emergent strategies.

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