cyberneticlibrary

Scan and fix AI patterns deterministically

de-ai-pipelineworkflowsetup L4392
notque/vexjoy-agent
What it does

De-AI code via scan-fix-verify loop

Best for

Data-driven de-AI fix loop where detection is deterministic and fixing is AI-driven and bounded.

Inputs
  • · scan results JSON
  • · error files list
  • · skill roster
Outputs
  • · fixed file reports
  • · final status report
  • · false positive list
Requires
  • · anti-ai-editor skill
  • · verification-before-completion skill
Preconditions

scan-ai-patterns.py executed out-of-band, skill stack available

Failure modes
  • · Fix loop infinite iteration
  • · Schema validation on skill dispatch
  • · False positive over-aggressiveness
Trust signals
  • · out-of-band scan determinism
  • · MAX_ITERATIONS=3 bound
  • · false_positives tracking