Essays, notes, and working theses.
Writing for thinking. Field notes from projects. Things I believe that might change.
Why workflow support is not training
Training treats knowledge as a cold asset to transfer. Workflow support treats it as a live signal to surface at the moment of need — and the difference reshapes how we design learning systems.
What makes a useful AI coach inside a task
Useful AI coaching is less about intelligence and more about timing, confidence signaling, and explicit escalation boundaries.
Designing a portfolio that survives career evolution
A portfolio for a T-shaped practitioner needs a clear spine: one depth, explicit breadth, and content architecture that can absorb change.
Grounded generation: why outputs should trace back
If an AI output influences a real decision, users should be able to inspect where it came from and why it was suggested.
The T-shape is not dilution. It is amplification.
Breadth without depth is noise, but depth without usable breadth is fragility. The T-shape is a compounding model for complex practice.
Designing for the moment of the task
Notes from applying a moment-of-use lens to product decisions, where support quality is measured by decision quality, not content volume.
Worth following.
One email when something worth reading is ready. No schedule. No noise.