What AI agents should actually own inside a company
The useful question is not whether agents can do work. It is what they should own, what humans must keep, and what needs shared review in a practical ownership matrix.
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Arif KhanNewsletter
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4 posts
AI systems should survive contact with real operations
Most AI work fails because teams optimize for demos instead of operating reliability. Real leverage appears when workflows, owners, and review loops are explicit.
What breaks first when agents enter a company stack
Not tools. Governance, handoffs, and clarity. Agent systems fail at the seams where nobody owns decisions.
Content as infrastructure, not promotion
A founder site should compound trust over time. Publishing is not cosmetic; it is an execution layer for ideas.
