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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
Exercise answers
- Answer: Build a trace viewer and a counted taxonomy
- Answer: Generate a balanced 24-task dataset
3Code-based 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 2: Error analysis from traces

Step-by-step answer

Core 75–90 min8 steps

Build a trace viewer and a counted taxonomy

Back to the exercise

Previous answerRun your first repeated trials in Claude Code Next answer Generate a balanced 24-task dataset

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