Evidence-first system design
“Evidence-first” means the system is engineered to generate the artifacts you will need later: for validation, monitoring, customer trust, and auditor review.
Measurable behavior
Define expected behaviors and failure modes early so you can test against them continuously.
Traceable changes
Track model/config changes and operational impacts so iteration is safe and explainable.
Human review loops
Use humans strategically to correct drift, handle ambiguity, and build trust—without slowing everything down.
This approach is not a “nice to have” in regulated environments—it is what makes a system improvable, accountable, and shippable.