From AI Discovery to Production: Proof, Governance, and Engineering Trust
AI-discovered designs need independent proof, governance, controlled pilots, and ongoing validation before production trust.
AI discovery
Machine-assisted discovery, independent evaluation, controlled experiments, and production evidence.
Can AI Discover Better Network Architectures? Designing a Controlled Experiment
A controlled network experiment tests AI-generated leaf-spine fabrics against connectivity, failure survival, and operational constraints.
The AI Discovery Engine: Generators, Evaluators, and Verification
A practical AI discovery engine separates candidate generation from hard constraints, independent evaluation, verification, and review.
Beyond Human Benchmarks: Why AI’s Greatest Value May Be Discovery, Not Imitation
AI can search beyond familiar human designs, but discoveries matter only when constraints, independent evaluation, and engineering review support them.