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Extends the metrics essay to LLMs as present-day cognitive interfaces — sycophancy as unconscious manipulation, linguistic scaffolding, RLHF as optimization landscape, and the nature of the API contract. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>