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This PR introduces cognitive scaffolding that maps human thinking patterns onto LLM interactions. Rather than relying solely on pattern matching, ADD (Assess-Decide-Do) helps models align responses with the user's current mental state:

  • Assess → exploration mode
  • Decide → decision-making mode
  • Do → execution mode

By matching tool interaction to how humans actually think, response relevance improves significantly.

Results: 66% performance improvement over the condensed version.

Recommended configuration: Chairman Only + Full Megaprompt

Note: results are included for evaluation, but feel free to run your own questions.

dragosroua and others added 2 commits December 11, 2025 00:03
- Fetch complete ADD framework from GitHub repository
- Implement comprehensive testing across all configuration modes
- Full megaprompt shows 66% performance improvement over condensed version
- Chairman Only + Full Megaprompt identified as optimal configuration
- Update comparative analysis with production recommendations

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

Co-Authored-By: Claude <[email protected]>
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