Original notes and analysis

Insights grounded in work and evidence

Read original menCARIE analysis on AI learning, GEO, information quality, and evidence, with methods, sources, limits, and practical next steps.

Published analysis

  1. What does it take to keep 117 AI lessons understandable?
  2. GEO is not a checklist: lessons from auditing 135 URLs
  3. From source to answer: making AI explanations verifiable