The Four-Layer AI Coding Stack: Why Your Assistant Fails (and It's Not the Model)

Most developer frustration with AI coding assistants comes from conflating the editor, the agent loop, the gateway, and the model. Here is how the four layers actually fit together, where failures originate, and how to build a setup that survives production work.

September 19, 2026 · 9 min · Hanh Pham