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Coders In Hoods

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Evaluating and Scoring Agents

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1 · Foundations of evaluation

1Why evals, and their vocabulary
2Error analysis from traces
3Code-based graders

2 · Scoring that you can trust

4LLM-as-judge
Exercise answers
- Answer: Build a Claude Code judge and measure its position bias
- Answer: Wire a judge into your eve evals
5Calibrating judges
6Rubrics per task
7Statistics, trials and CI gates

CapstoneA full eval suite for your drafting agent Reference implementation

Answers Lesson 4: LLM-as-judge

Step-by-step answer

Stretch 60 min8 steps

Wire a judge into your eve evals

Back to the exercise

Previous answerBuild a Claude Code judge and measure its position bias Next answer Calibrate your Claude Code judge against your own labels

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