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Artificial intelligence

Model capability, evaluation integrity, and what inference actually costs.

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Analysis 3 min

A refusal is a 200: the Claude stop_reason that breaks lazy clients

When Claude Fable 5 or Opus 5 declines a request, the API returns HTTP 200, an empty content array, and a stop_reason of "refusal". Every client that indexes content[0] without checking crashes on exactly the responses it most needs to handle gracefully.

News 3 min

Anthropic halves the prompt-cache minimum: 512 tokens on Opus 5 and Fable 5

Prompts between 512 and 1,023 tokens — written off as uncacheable for two model generations — now cache on Claude Opus 5, Fable 5 and Mythos 5. At a tenth of the input price per read, the smallest documentation change in the Claude 5 launch may be the one worth re-benchmarking first.