Define hypothesis
What exactly are we trying to prove or disprove in this build?
I help teams design and run lean prototype loops that answer the right technical questions, not just produce another build.
Prototype strategy, test matrix definition, fixture and setup guidance, data interpretation, failure analysis, and iteration prioritization across mechanical and electromechanical interfaces.
Teams preparing first pilot units, validating redesigns after field issues, or scaling from PoC behavior to product-grade repeatability.
Each loop must close one meaningful uncertainty. Otherwise it's noise.
What exactly are we trying to prove or disprove in this build?
Use the lightest setup that can still produce trustworthy signal.
Capture data and failure behavior against explicit acceptance criteria.
Choose to proceed, redesign, or isolate a narrower test path based on evidence.