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deep tech Martin Fowler March 31, 2026

Encoding Team Standards

AI Summary

AI coding assistants respond to whoever is prompting, and the quality of what they produce depends on how well the prompter articulates team standards. Rahul Garg proposes treating the instructions that govern AI interactions (generation, refactoring, security, review) as infrastructure: versioned, reviewed, and shared artifacts that encode tacit team knowledge into executable instructions, making quality consistent regardless of who is at the keyboard.

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