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Tristan Hume is an engineer and researcher at Anthropic who does mechanistic interpretability research for large language models.
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Claude 3 Opus1Claude Opus 41Claude Opus 4.51
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Anthropic Shows How Constrained, Unusual Puzzles Help Separate Human Reasoning From Claude's Optimization Abilities
AnthropicanalysisneutralJan 22, 2026
Anthropic has iterated through three versions of a take-home performance engineering test to maintain evaluation signal as successive Claude models (Opus 3, Opus 4, Opus 4.5) progressively matched or exceeded human candidate performance on the original test.
“Designed the take-home test for hiring performance engineers and wrote about how Claude models have progressively outperformed human candidates on the test.”
AI RecruitmentAI Capabilities EvaluationAI vs Human ReasoningTechnical Assessment