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LinkedIn endorsements are a low-effort social token — noisy, gamable, and not a reliable measure of competence. Replace clicks with reproducible artifacts and contextual recommendations.

An AI researcher documents replacing her production ML pipeline with open-source alternatives. Inference costs dropped 94% while quality decreased only 3%. Includes exact benchmarks, cost tables, and honest assessment of tradeoffs.