Mirage Nexus Consulting

Physical AI, examined.

Most physical AI claims don't survive a seed change. We find out which ones do.

Independent technical review for investors, founders, and research labs. No decks. No demo-making. Written verdicts, with the code to back them.

questions we answer

  1. Does this demo survive a seed change, a data shuffle, a fresh environment build?
  2. Which of these benchmark wins are architecture, and which are tuning?
  3. Is this team's rig reproducible end-to-end, or is it held together by one person?
  4. What would falsify the headline result? And how cheap is that experiment?

engagements

Deal review
One to two weeks. Reproduce the central claim, read the team's code, deliver a written verdict on technical risk.
Deep audit
Two to four weeks. Stress-test a body of results. Reproduce or falsify specific claims. Written report with code.
Advisor
Retainer. Monthly technical take on a team's trajectory. Adversarial review before papers ship.

Not taking: pitch decks, demo engineering, generalist AI strategy, content partnerships.