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How to Add Evals to an LLM Feature

Learning how to add evals to an LLM feature is the difference between shipping a demo and shipping a reliable product. When you embed an LLM into a re…

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AI Evals, Part 5: From a Number to a Gate Evals in CI and Production

Part 5, the finale, of a series on building production AI on .NET. We've built the pieces — what evals are , error analysis , golden datasets , and a …

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AI Evals, Part 4: LLM-as-Judge, Done Right

Part 4 of a series on building production AI on .NET. We've covered what evals are , error analysis , and golden datasets . Now: how do you turn a par…

ai evals llm dotnet

AI Evals, Part 3: Golden Datasets That Dont Lie

Part 3 of a series on building production AI on .NET. Part 1 was the overview; Part 2 was error analysis. Now we turn the failure taxonomy you built i…

ai evals llm dotnet

AI Evals, Part 2: Error Analysis The Unglamorous Superpower Behind Good Evals

Part 2 of a series on building production AI on .NET. Part 1 covered what evals are and the Analyze → Measure → Improve lifecycle. This post is about …

ai evals llm dotnet

If You Can Survive a Toddler, You Can Ship LLMs in Production

A few years back I was running a time-series pipeline that scored incoming product reviews on a 1-10 scale. The scorer was an LLM. Reviews rolled in c…

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