Documentation

ShadowMind’s dual-track approach: private reasoning & public output.

Pipeline

1. Plan – analyze the task and constraints.
2. Generate – propose minimal, safe changes.
3. Lint / Static Analysis – enforce coding standards.
4. Test – unit/integration checks.
5. Reflect – summarize issues, next steps.
6. Refine – apply fixes or improvements.
7. Public Output – PR, diffs, notes.

Example PR Summary

Title: Fix race in cache warmup
Summary: Ensure single-flight loader; add lock & backoff; improve logs.
Files changed: 3 | Tests: 5 passing | Lint: clean | Static: clean

Security Notes

• Validate & sanitize all inputs on the server.
• Use prepared statements for DB I/O.
• Escape output with appropriate context (HTML, JS, URL).