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Two defects were found on the way: the tokenizer read every long word backwards, and the clarify head was discarded below the intent threshold. Both numbers are in the doc. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_013ptwopxyo3Z2kwFckHkLvN