Automate Your Code Reviews: Welcome to the Post-AI Era of Software Development. What Does the SDLC Look Like In 2026? How AI-native workflows are reshaping how we build, ship, and secure software The …

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A practical exploration of how AI is reshaping the software development lifecycle across three workflows: vibe coding for rapid prototyping, structured AI-assisted feature development using Claude Code and GitHub Copilot, and automated Day 2 operations for vulnerability management. Includes a detailed recommended repository structure with a CLAUDE.md template that governs AI agent behavior, enforces security-first practices, and coordinates multiple AI agents. Also argues that pre-commit hooks are becoming obsolete as AI agents internalize coding standards, and that security reviews should be AI-driven with humans making final judgment calls.

Automate Your Code Reviews: Welcome to the Post-AI Era of Software Development.

The CLAUDE.md File: Your AI’s Operating Manual

Supporting Files That Improve AI Operations