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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