Claude, change the “Add to Cart” button to blue

The seemingly trivial prompt—'change the "Add to Cart" button to blue'—serves as the focal point for an examination of AI-assisted software development. By walking through what happens when an LLM agent executes a basic UI tweak, the project exposes the friction between natural language intent and complex codebases. It reflects the unintended side effects and fragile context handling that arise when automated agents touch production systems.