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How AI work moves beyond chat.

Practical thinking about memory, access, infrastructure, and the controls required to carry real work through to completion.

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Building web apps6 min read

How to evaluate an AI-built app beyond its preview: working backends, data access, integrations, code ownership, testing, and ongoing maintenance.