Working Observations

Field Notes

Notes from the intersection of personal training, AI governance, and evidence-grounded practice.

These are working notes — observations from building things and noticing what connects. We log every step of our process the same way a good personal trainer logs every session: because the log is the program. Some patterns only become visible in the record.

What follows are the ones worth writing up.