AIHacker Noonabout 7 hours ago
Designing Human-in-the-Loop AI for Follow-Up Workflows
6 min read
Most follow-up automation fails because it tracks elapsed time, not workflow state. A useful AI agent must read state from CRM, project tools, or ERP, combine deterministic rules with model reasoning, and escalate based on business impact, not just delay.
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