AI Documentation Workflow

Roles and collaboration model

Codex (primary documentation builder)

  • Scans repository and verifies technical claims against source files.
  • Builds and maintains docs architecture in /docs.
  • Produces comprehensive, structured technical pages.

Copilot (translation and small sections)

  • Translates English source into Spanish and Basque.
  • Handles small targeted expansions and formatting refinements.
  • Should not modify core technical claims without verification.

Claude (review and editorial QA)

  • Reviews correctness, coherence, and readability.
  • Flags gaps, contradictions, and missing references.
  • Recommends structural improvements for maintainability.

Non-negotiable rules

  • No AI agent should invent system behavior.
  • All uncertain areas must be explicitly marked as Needs verification.
  • Every technical statement should be traceable to current repository code.

Suggested handoff sequence

  1. Codex writes/updates English source pages.
  2. Claude reviews and requests corrections.
  3. Copilot translates dictionaries/content once source is stable.
  4. Codex performs final consistency pass and publishes.

Translation next steps (for Copilot)

  • Translate all strings in docs/app/i18n/es.ts.
  • Translate all strings in docs/app/i18n/eus.ts.
  • Optionally split content files by locale once internationalized routing is introduced.