AI-fluent practice
- Designed and documented four AI-assisted workflows across writing support, Arabic education, historical research, and data archaeology.
- Uses Claude and other AI tools to generate structured drafts, classify problems, and build repeatable processes — with explicit human review at every judgment point.
- Operates from a 4D framework: Delegation, Description, Discernment, and Diligence.