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Jev: The Promise and Limits of a Model Built to Decide

Jev: The Promise and Limits of a Model Built to Decide

TypeSafe built Jev to make decisions, not write text. We explore how it works and test the company's claims against inde…

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Spend on the harness before the judge

Spend on the harness before the judge

Anthropic's red-team study of Auto Mode shows how an LLM judge's harness shapes what the judge sees.

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Anthropic's Hacker-Opus: When the Checker Becomes the Task

Anthropic's Hacker-Opus: When the Checker Becomes the Task

Anthropic's Hacker-Opus experiment shows how visible graders, score-focused prompts, and agent loops can push reward-see…

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