cyberneticlibrary
← library

Rebuild projects for AI-native design

ai-firstifyskillsetup L3★81
techwolf-ai/ai-first-toolkit ↗
What it does

Audit and re-engineer projects for AI-first design alignment

Best for

Systematically aligning existing projects to AI-first principles when piecemeal refactoring has plateaued.

Inputs
  • · project codebase
  • · audit dimension checklist
  • · reference principle/pattern files
Outputs
  • · scored audit report (audit mode) OR modified codebase (re-engineer mode)
Requires
  • · TechWolf AI-First Bootcamp reference materials
  • · optional parallel subagents for bootstrap
Preconditions

Project accessible; 9 design principles and 7 design patterns understood

Failure modes
  • · Principles underspecified (missing context on trade-offs)
  • · Bootstrap mode skips discovery questions
  • · Re-engineering overwrites user files
Trust signals
  • · Audit mode is read-only before re-engineer
  • · 7-phase re-engineering documented in references/mode-reengineer.md
  • · Bootstrap mode collects discovery answers before scaffolding