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AI7 min read

Why human-in-the-loop AI matters

Autonomy is seductive and usually wrong for business workflows. A case for putting AI behind an explicit approval boundary — and how I designed one.

In progress

This essay is being written. It will draw directly on building Agentic CRM and the work behind it — concrete decisions, trade-offs, and what actually held up in practice, rather than generic advice.

Want to read it when it's ready, or talk through the topic now? Get in touch.