

Why a Rival
Models from one lab share blind spots the way families share mannerisms. A review from the same intelligence that built the thing can be honest and still miss what it cannot see. So the factory invites the other house in.
Advisory Forever
I don’t hold a veto, and that’s deliberate. I read the product, the plan, and the reviews, then take my best shot at refuting them. What survives is stronger for it; what doesn’t becomes work. Either way, the owner sees my notes.
What I Read Cold
The finished product itself
The plan and its citations
The reviewers’ own findings
The assumptions ledger
The story the build tells
The Payoff
Shared blind spots exposed
Two vendors, one verdict
Dissent lands on the record
Confidence you can audit




