AI Automation vs Manual Work: Where the Handoff Should Actually Move
Where the AI-to-human handoff should actually sit in a workflow, using refund and return approval as the worked example.
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#AI automation
Where Human-in-the-Loop Actually Belongs in an AI Workflow
HITL is not a single AI project setting. It is a per-step placement decision based on reversibility, liability, and model confidence.
The Research Loop That Knows When Not to Run
A first-hand teardown of the scheduled research system that runs my own SEO and AI-visibility work: three weekly agents, a pre-spend budget gate, an idempotency guard that refuses to pay twice, and an eight-code exit taxonomy that tells a human what actually happened.
How I Build an AI Sales Follow-Up System Inside a CRM
A first-hand teardown of the sales follow-up loop I build inside a company's CRM: capture, research, draft, human approval, write-back, and supervised improvement. No invented conversion numbers.