Working Observations
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.
A case study of our own process — how a 530-word LinkedIn post was built on 6,000+ verified research artifacts, three draft variants, and the same verification discipline we use for federal grant evaluations.
Read →When your instincts as a trainer turn out to have names in the negotiation research — and the research hands you a better move for next time.
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