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.

Founder knowledge engine
Arif KhanTag
2 posts
Most AI work fails because teams optimize for demos instead of operating reliability. Real leverage appears when workflows, owners, and review loops are explicit.

Not tools. Governance, handoffs, and clarity. Agent systems fail at the seams where nobody owns decisions.
