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release: v3.24.0 - Agent Evaluation Framework

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Major addition: Complete agent evaluation framework with production-ready template.

## Added

- **Resource Evaluation**: nao framework (score 3/5)
  - Identified critical gap: agent evaluation not documented
  - Technical challenge adjusted score 2/5 → 3/5
  - All claims fact-checked (TypeScript 58.9%, Python 38.5%)

- **Guide Section**: Agent Evaluation (guide/agent-evaluation.md, ~3K tokens)
  - Metrics: response quality, tool usage, performance, satisfaction
  - Patterns: logging hooks, unit tests, A/B testing, feedback loops
  - Example: analytics agent with built-in metrics
  - Tools: nao framework reference, Claude Code hooks integration

- **AI Ecosystem**: Section 8.2 Domain-Specific Agent Frameworks
  - nao (Analytics Agents): Database-agnostic, built-in evaluation
  - Transposable patterns: context builder, evaluation hooks, DB integrations

- **Template**: Analytics Agent with Evaluation (5 files, ~1K lines)
  - README: setup, usage, troubleshooting
  - Agent: SQL generator with evaluation criteria, safety rules
  - Hook: automated metrics logging (safety, performance, errors)
  - Script: analysis with stats, safety reports, recommendations
  - Report template: monthly evaluation format

## Changed

- Agent Evaluation Guide: updated template references, verified links
- Landing Site: templates count 110 → 114
- Version: 3.23.5 → 3.24.0

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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Florian BRUNIAUX 2026-02-10 11:52:13 +01:00
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guide/README.md
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@ -16,6 +16,7 @@ Core documentation for mastering Claude Code.
| [architecture.md](./architecture.md) | How Claude Code works internally (master loop, tools, context) | 25 min |
| [learning-with-ai.md](./learning-with-ai.md) | Guide for juniors on using AI without losing skills | 15 min |
| [adoption-approaches.md](./adoption-approaches.md) | Implementation strategies for teams | 15 min |
| [agent-evaluation.md](./agent-evaluation.md) | **Agent quality metrics**: Measuring custom agent effectiveness with hooks, tests, and feedback loops | 20 min |
| [data-privacy.md](./data-privacy.md) | Data retention and privacy guide | 10 min |
| [observability.md](./observability.md) | Session monitoring and cost tracking | 15 min |
| [methodologies.md](./methodologies.md) | 15 development methodologies reference (TDD, SDD, BDD, etc.) | 20 min |