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Coders In Hoods

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Course overview

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
5Calibrating judges
Exercise answers
- Answer: Calibrate your Claude Code judge against your own labels
- Answer: Pick a t.judge threshold and correct a reported rate
6Rubrics per task
7Statistics, trials and CI gates

CapstoneA full eval suite for your drafting agent Reference implementation

Answers Lesson 5: Calibrating judges

Step-by-step answer

Stretch 60 min7 steps

Pick a t.judge threshold and correct a reported rate

Back to the exercise

Previous answerCalibrate your Claude Code judge against your own labels Next answer Build a per-task rubric grader and check it criterion by criterion

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