A decision matrix for sizing merge checks by ownership, service boundaries, shared contracts, reversibility, and change scope, with a worked example you can recalculate.
Review queues now hold more generated code than humans can inspect with consistent depth. Here is a guardrail model that proves what was checked and why a PR merged.
With EU AI Act obligations phasing in and top fines reaching EUR 35 million, forward-thinking teams embed governance into dev workflows instead of bolting it on after. Here's how.
Your best human reviewer is not a vulnerability scanner. Connectory adds OWASP-aware PR governance so AI-generated defects are caught before merge.
Developers using AI assistants can write less secure code while feeling more confident about it. Here are the OWASP patterns to watch, how secrets leak, and an automated safety checklist to fix it.
Most SOC 2 prep focuses on policy theater. Auditors care about code-level controls: PR reviews, secrets management, deployment gates, and audit trails that prove your access controls actually work.
