

Joaquin Moreira
Mar 27, 2026
QA and Security: Why Deterministic Validation Can’t Wait
AI is generating code faster than humans can review it. The tools to close that gap have existed for years — the urgency to use them is new.
Something has shifted in how software gets built. AI-assisted development is no longer a novelty — it’s the default for a growing number of teams. Developers are generating code, configuration, test cases, and infrastructure definitions at a pace that wasn’t possible two years ago.
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