
The AI Development Loop
A lot of discussion around AI-assisted development focuses on tools. Which model should you use? Which coding assistant is best? Which IDE plugin works the fastest? Those questions are interesting, but they miss something more important. AI-assisted development is not really about tools. It is about workflow. When people struggle with AI coding tools, it is usually not because the model is bad. It is because the workflow is wrong. They ask the AI to produce code immediately, without context, planning, or structure. That works occasionally for small tasks. But for real systems, it quickly creates confusion. What actually works is a loop. A repeatable cycle that separates thinking from implementation and keeps the human in control of the system. I think of it as the AI development loop . The basic structure The loop is simple. An idea appears. The architecture is examined. A plan is created. AI implements the plan. The result is tested. Then the system evolves again. Visually it looks so
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