Kategoria: Developer Productivity

CI gates for AI-generated code: stop risky changes before they reach production

Przez - admin
Opublikowano 27 czerwca, 202627 czerwca, 2026
Opublikowano w CI and Release Gates, Developer Productivity, Secure Coding

How to build lightweight CI gates that catch risky AI-generated code patterns — scope creep, leaked secrets, bad dependencies, data destruction, security holes, and test mirages — before they reach production. With implementation examples for GitHub Actions and GitLab CI.

Abstract illustration of an AI-assisted code review checklist with secure code indicators

AI code review checklist for small software teams

Przez - admin
Opublikowano 27 czerwca, 202627 czerwca, 2026
Opublikowano w AI Code Review, Developer Productivity

A seven-question pre-merge checklist for reviewing AI-generated code in small teams. Covers scope, security, data persistence, error paths, test quality, plain-language explanation, and rollback — with real-world examples and escalation guidance.

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