Design Audit Kit v1.0

  Stop AI failures before they happen.

  This kit gives you the exact structure used in Panolabo Engine's Design Audits for reproducible, auditable AI operations.

  What you get:

  - Message Contract template

  - Validation checklist

  - Logs & Replay specification

  - Failure modes & fallback patterns

  - One-page audit report format

  Who it's for:

  - Teams moving from prototype to production

  - Agencies / OEMs delivering AI to clients

  - Operations that require consistency

  This is not prompt engineering tricks.

  This is about reproducibility and responsibility.

  Docs: https://docs.engine.panolabollc.com