Build a Human-in-the-Loop Review Console

How to build a lightweight review console that lets humans approve, edit, reject, and escalate AI outputs without turning oversight into chaos.

March 16, 2026 · 6 min · Michelle

How to Design Human Review for AI Systems

How to build a risk-tiered human review model so oversight is meaningful, efficient, and matched to business impact rather than added as a vague slogan.

March 16, 2026 · 5 min · Michelle

From Resume Overload to Structured Talent Intelligence

A mid-sized recruitment agency redesigned resume screening, candidate-role matching, interview preparation, and client briefing around specialized AI agents while keeping recruiters responsible for judgment, fairness, and client delivery.

February 28, 2026 · 9 min · Vox