I Have Spent 500+ Hours Programming With AI. This Is what I learned

AI coding assistants work best when you already know how to program and communicate clearly. Being extremely specific in prompts, breaking tasks into smaller pieces, providing technical context and documentation, and telling AI what not to do dramatically improves results. Using guidelines files, MCP tools for extended functionality, and verification methods helps reduce errors. AI amplifies existing habits—good engineering practices lead to better AI output, while poor habits get amplified too. The key is treating AI as a multiplier of your skills, not a replacement for thinking.