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Questions, answered.

Buyer questions about agents in production, answered from operating evidence. A page exists only when the query passes the Hyperize SUCHE qualification gate.

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Hybrid Organisation

Should AI agents hold their own credentials?

MING Labs' agents hold no credentials at all. A gateway holds every secret, and a rogue agent can do nothing the gateway has not authorised.

· July 2026 · Proprietary
Hybrid Organisation

What belongs in an AI agent's audit trail?

Regulators ask one question: show me exactly what the agent did. MING Labs traces ten fields per agent action to answer it inside 24 hours.

· July 2026 · Proprietary
Hybrid Organisation

Who is accountable when an AI agent makes a mistake?

MING Labs runs its agent fleet on one RACI rule: an agent can be Responsible for work, but Accountability never leaves a named human.

· July 2026 · Proprietary
Hybrid Organisation

How often do AI agents get shut down?

Most agent programs count launches. MING Labs counts retirements: 15 to 20 percent of its agents are decommissioned in their first quarter.

· July 2026 · Proprietary
Hybrid Organisation Acted-On Rate

When should you shut down an AI agent?

Week-one polish is noise. The Acted-On Rate, the share of agent output a human acts on, is the shutdown signal.

· July 2026 · Proprietary
Hybrid Organisation

How do you prove your team can still do the work your agents do?

The law demands AI literacy and names no test. MING's test: reproduce the agent's work unaided, in 30 minutes, every quarter.

· July 2026 · Proprietary
Last updated: 2026-07-17 6 answers JSON inventory All insights