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#AI Adoption

How individuals and teams adopt AI without turning it into theater.

This tag is a topic filter. It brings together guides from different parts of the Guide library.

What Should You Automate With AI? Start With the Workflow, Not the Model

Use the AI Workflow Fit Test to choose a product or operations workflow, draw the human boundary, and prove value with a small end-to-end MVP.

AI coding breaks when the work needs memory, handoffs, evidence, review, and recovery. That is an operating-system problem.

CLAUDE.md can give context, but serious agentic work needs hooks, validators, ledgers, and review gates that do not depend on model memory.