01
R&D Loop
hypothesis → experiment → measurement → analysis → next hypothesis
Research should create information that resolves meaningful technical uncertainty.
02
Prototype Strategy
- Test the highest-risk assumption first.
- Build only enough hardware to obtain the required evidence.
- Instrument experiments.
- Record failures.
- Change one important variable when isolation matters.
- Move toward integrated system tests as uncertainty falls.
03
Commercial Translation
A successful laboratory result becomes a business only after the organization solves reliability, manufacturing, cost, distribution, support, and customer adoption.