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Expect notes that connect implementation details to product judgment: what to test, what to monitor, where human review belongs, and how to move from a promising prototype to a system people can trust.

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The newsletter follows the same themes as the latest writing: causal product measurement, uplift modeling, AI evaluation, and production AI systems.