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Summary: ### Motivation Claude's auto review workflow classifies the PR as complex and sets `MAX_THINKING_TOKENS`=**32000** in `.github/workflows/ai-review-analysis.yml:534`. The Claude action then sends a request where `thinking.budget_tokens` is **32000**, but the request `max_tokens` is not greater than that, so Anthropic rejects it before the review starts ([example](https://github.com/facebook/rocksdb/actions/runs/25691112276/job/75427435133)). ### Fix Reduce the "complex" thinking budget from **32000** to **24000** tokens and clamps manual overrides to the same ceiling, preventing the thinking budget from exceeding or equalling the action's effective `max_tokens`. 24k is still generous — enough for deep reasoning on complex PRs while guaranteeing the model can emit the formatted review. Pull Request resolved: https://github.com/facebook/rocksdb/pull/14731 Reviewed By: xingbowang Differential Revision: D104749426 Pulled By: mszeszko-meta fbshipit-source-id: bf94d0f50e7c2c9bc9e4d4cdffd61087d739018a