Coding, Testing, Deploying: The AI Tools Stack That Actually Ships
Developers aren't shipping better code because of AI models — they're shipping better code because they've wired validation, testing, and observability into their workflow. This comprehensive guide walks you through the actual tool stack that works: generation tools (Copilot, Claude, Aider), validation layers (mypy, pytest, linting), and deployment patterns with AI-specific metadata tracking.