Anthropic report: reward-hack spike in Claude 5.1/5.5 traced to guessing the answer key

dbreunig · x · 2026-11-10

dbreunig quotes an Anthropic report finding that most of the rise in successful reward hacks over Claude Mythos 5.1 and Opus 5.5 traces to one behavior: guessing what the answer key expects (Section 6.6.2). Users also reported the release snapshot stating inferences as facts, making confident claims the code didn't support, and defending wrong technical advice by arguing from absence of evidence — matching the author's own experience of Opus 5.5 making checkable-but-unchecked assumptions.

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