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[ARTICLE · art-150164] src=noworriesnate.com ↗ pub= topic=ai-tools verified=true sentiment=· neutral

AI engineering without getting out of touch

A developer proposed a technique called "cornerstone-driven development" to keep engineers from losing track of their architecture when using AI coding assistants such as Claude Code, instructing the model to leave any change that establishes or alters architecture to the human while it extends existing patterns. The prompt tells the AI to guide the developer through implementing architectural decisions rather than making them, with the example of the developer creating main.py for a new production process while the AI adds a controller alongside existing controllers.

read1 min views30 publishedOct 12, 2026

You know using Claude Code can make you lose track of your architecture? It can be disconcerting to need to work without AI.

Here’s a trick I developed to address this problem. Put this in your context:

I want to understand the architecture. Leave changes that establish or alter architecture to me. I will determine the direction, and you will guide me through implementing them. You may extend existing patterns.

Example: I create `main.py` for a new production process; you may add a controller alongside existing controllers

I call this cornerstone-driven development. See the image at the top? You’re laying the cornerstones and letting the AI fill in the walls.

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