Human-in-the-Loop Is Not a Governance Strategy

<p>A good <strong>human in the loop for AI email</strong> is more than a confirmation dialog on every draft. You want controls that make a wrong send cheap to undo, cap how far it

<p>Four agents entered an infinite loop in November 2025. They ran for 11 days. The bill was $47,000. Nobody noticed until it was over.</p> <p>The team was running a market

<p><a href="//2026-05-15-evaluate-binary-classification-threshold-business-impact.md">Part 1</a> showed how to evaluate binary classification thresholds in Python.</p> <p>This

<p>What three independent research groups concluded in early 2026 — and what it means for anyone building agent pipelines today</p> <p>In the first quarter of 2026, at least three

<p>Human in the loop is usually implemented as a switch: approvals on, or approvals off. Both settings are wrong for an agent that runs shell commands, and you find that out the

<p>AI document extraction is not 100% accurate. It is very good — 95-99% on clean, machine-generated PDFs for standard document types. But "very good" and "good enough for your