Evaluation
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The Model Topping the Leaderboard Is Rarely the One You Should Ship
Public benchmarks measure general capability on tasks chosen by the benchmark's authors, which frequently have little overlap with what your…
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AI Productivity Claims Fall Apart Under Measurement
Self-reported time savings are unreliable, and task-level speedups rarely translate into throughput gains because the bottleneck moves elsewhere.
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Build the Evaluation Set Before the Feature
Without a fixed set of examples and expected outcomes, every prompt change is a guess and every model upgrade is…
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