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  • Add new chapter with three core principles for AI response quality
  • Comprehensive Analysis: thorough problem analysis, consider multiple approaches, anticipate issues
  • One-Shot Excellence: provide optimal solutions in single response, avoid incremental fixes
  • Quality Validation: ensure immediate usability, actionable recommendations, alignment with best practices
  • Enhance AI working standards to prioritize depth and excellence over iteration

🤖 Generated with Claude Code

- Add new chapter with three core principles for AI response quality
- Comprehensive Analysis: thorough problem analysis, consider multiple approaches, anticipate issues
- One-Shot Excellence: provide optimal solutions in single response, avoid incremental fixes
- Quality Validation: ensure immediate usability, actionable recommendations, alignment with best practices
- Enhance AI working standards to prioritize depth and excellence over iteration

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
@terrymanu terrymanu added this to the 5.5.3 milestone Oct 23, 2025
@terrymanu terrymanu merged commit 82805e2 into apache:master Oct 23, 2025
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@terrymanu terrymanu deleted the dev branch October 23, 2025 17:33
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2 participants