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ProductMay 7, 2026 · 8 min read
Human-in-the-Loop Agent Approvals Without Killing Velocity
Approval workflows should prevent bad actions, not turn every agent run into a meeting.
The approval trap
Requiring approval for every meaningful action often makes agents slower than the manual process they replaced.
Risk-based approval is the better default.
What reviewers need
A useful approval request shows the proposed action, evidence, blast radius, and rollback path.
Domain-specific review UX matters for code, billing, and data exports.
Design for learning
Approval decisions become training signal for policy refinement, even when they do not train the model directly.
Put humans at the moments where judgment matters most.
NS
Noah Silva
Product Lead, AIRMY. Writes about production-grade agent infrastructure, governance, and platform operations.
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