The Hardest Enterprise Agent Feature: Knowing When to Stop

Crescitaly · reddit · 2026-07-30

OpenAI Presence emphasizes approved actions, escalation paths, and guardrails for enterprise agents. The author argues that the most difficult—and crucial—safety feature is knowing when to stop.

The hardest case isn't an obviously forbidden action, but a task that starts within policy and accumulates ambiguous context halfway through, becoming riskier. A static permission might remain technically valid while the original intent has drifted. The author asks: should an agent have to re-authorize itself after a material change in scope, cost, audience, or data source? What counts as a meaningful escalation trigger rather than just another warning people blindly approve?

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