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Project Mission

The mission is not to collect more rules. The mission is to turn AI-assisted coding experience into a reviewable, explainable, reusable engineering knowledge system.

Why this needed a redesign

A repository that only advertises “132+ rules” still reads like a directory. Directories answer “how many”, but not “why this matters”, “how it should be adopted”, or “why the structure is credible”.

The redesign reframes the project into three layers:

  1. Introduction for thesis and reader framing
  2. Academy for role-based learning paths and maintainer logic
  3. Rules and research evidence for validation after the thesis is clear

Who this serves

  • Interviewers and reviewers who need a high-signal view of project maturity
  • Senior GitHub developers who want to see a coherent system, not only collected assets
  • Maintainers and contributors who need a consistent publishing and governance model

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Reframing 132+ rule assets across 32+ domains as a whitepaper, algorithm dossier, and evidence library