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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
Exercise answers
- Answer: Write five eve evals for the enquiries agent
- Answer: Mutation-test your graders

2 · Scoring that you can trust

4LLM-as-judge
5Calibrating judges
6Rubrics per task
7Statistics, trials and CI gates

CapstoneA full eval suite for your drafting agent Reference implementation

Answers Lesson 3: Code-based graders

Step-by-step answer

Stretch 60 min8 steps

Mutation-test your graders

Back to the exercise

Previous answerWrite five eve evals for the enquiries agent Next answer Build a Claude Code judge and measure its position bias

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