#code-review

Four months after writing about defense in depth for LLM-assisted development, I went back and tried to attack every layer of my own stack. The obvious attacks are caught by 2026 models. The class isn't closed; the cover stories got better.

A complete beginner's guide to setting up every safety layer from the Coding Safer with LLMs post: pre-commit hooks, local review agents, CI workflows, and CLAUDE.md — starting from scratch.

Practical strategies for safer AI-assisted development: automated review agents, layered security checks, and context management that prevents catastrophic mistakes.