Experiments

Question: What does it look like to build and think in public?

Setting up a public lab notebook as both a thinking tool and a trail of work. Testing cadence, format, and what's worth sharing.

Question: Can AI tooling reduce prep friction for workshop facilitators without flattening the craft?

A structured test of specific AI-assisted workflows across the design, prep, and debrief phases of a workshop.

Question: What's the minimum viable feedback loop that helps learners notice their own progress?

Testing small, low-overhead check-in formats with real learners. Looking for signal without adding load.