AI Agent Secret Leakage: Keep Credentials Out of Context, Logs, and Git
A practical workflow to stop AI coding agents from exposing credentials through context collection, terminal output, logs, generated files, and Git history.
Safe Merge Workflow for AI-Generated Code: From Review to Production
AI coding tools like GitHub Copilot, Cursor, and Claude Code can generate code in seconds. But merging that code into production without a structured workflow is risky. A single overlooked vulnerability, hardcoded secret, or logic error in AI-generated output can compromise your codebase and your users. This article walks through a safe merge workflow for
Pre-Commit Checks for AI-Generated Code: What to Run Before Every Commit
Pre-Commit Checks for AI-Generated Code: What to Run Before Every Commit AI coding assistants like Copilot, Cursor, and Claude generate code fast — but speed without validation is a liability. Every line of AI-suggested code should pass through a pre-commit safety gate before it enters your repository. This guide covers the six essential pre-commit checks