Research

Practitioner inquiry, in public.

Every tool in the WitUS ecosystem is a hypothesis test. BAM documents the work openly so the research can compound across the stack.

Areas of inquiry

• Cross-module correlations

  What happens when you let sleep, training, nutrition, finance, and focus data sit in the same schema? CentenarianOS’s cross-module analytics is the instrument.

• Fitness assessment & intervention design

  Anchored in BAM’s CPT / CNC / CES credentials. The Fitness Assessment App and CentenarianOS’s Workouts & Exercises module are its lab.

• Spaced repetition for practitioner skills

  FlashLearnAI is the test-bed: can spaced recall move professional knowledge (not just vocabulary) into long-term memory?

• Independent-contractor economics

  Work.WitUS doubles as a dataset for how time, mileage, invoicing, and venue knowledge interact in modern freelance work.