A recurring pattern became visible across otherwise different projects.
VAJRA separates execution from independent verification. VGU Signal separates extraction from source trust. AstraUserbot treats jobs and lifecycle as explicit reliability concerns. The Lab itself uses build and browser checks as different forms of evidence.
The shared lesson is simple: doing something and proving that it was done correctly are different responsibilities.