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Chapter 69: Evaluation & Quality Gates

Ship only what passes the gates. This chapter builds an evaluation skill to define metrics, automate eval runs, and enforce acceptance thresholds for your models.

Goals​

  • Create evaluation taxonomies for task and safety metrics
  • Implement automated eval pipelines for tuned models
  • Set acceptance thresholds and quality gates
  • Capture evaluation prompts/scripts in a reusable skill

Lesson Progression​

  • Build the evaluation skill
  • Evaluation taxonomy and metrics
  • Automated eval runs and reporting
  • Quality gates and thresholds for promotion
  • Capstone: eval suite for Task API models; finalize the skill

Outcome & Method​

You finish with repeatable evals and quality gates that guard every model release, plus a reusable evaluation skill.

Prerequisites​

  • Chapters 63-68 (data through safety)