Guide-linked quiz · Medium Level

Human-in-the-Loop Agents Quiz

Review human approval gates, confidence escalation, active-learning limits, and EU AI Act Article 14 oversight for high-risk systems.

Related guide pathsHuman In The Loop Agents
Question 1 of 8

What defines a human-in-the-loop agent compared to a fully autonomous one?

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  1. What defines a human-in-the-loop agent compared to a fully autonomous one?
    • It pauses for human review or approval before consequential actions
    • It runs faster than autonomous agents
    • It never uses any machine learning
    • It can only operate offline
  2. What is a 'confidence-based escalation' pattern in a HITL system?
    • The agent always asks a human for every action
    • The agent only interrupts a human when its certainty falls below a set threshold
    • The agent ranks humans by their confidence
    • The agent boosts its own confidence over time
  3. How is a human checkpoint typically implemented inside an agent's control loop?
    • By deleting the agent's memory
    • By running two agents in parallel
    • As an interrupt or tool-call gate that suspends execution and requests review
    • By disabling the agent's network access
  4. In 'active learning,' what happens to the cases a human resolves?
    • They are discarded immediately
    • They are sent to other users
    • They permanently shut down the agent
    • They become training data to improve future predictions
  5. For which systems does EU AI Act Article 14 specify human-oversight requirements?
    • High-risk AI systems within the Act’s scope, with oversight proportionate to risk, autonomy, and context
    • Every AI system in every application
    • Only low-risk systems that generate text
    • Only systems that use an explicit approval button
  6. Which scenario best illustrates a sensible HITL approval gate?
    • An agent sends every email automatically with no review
    • An agent drafts a large refund and waits for a manager's sign-off
    • An agent ignores all human input
    • An agent randomly approves transactions
  7. What does Article 14 of the EU AI Act say human oversight should aim to do for high-risk AI?
    • Guarantee all outputs are correct
    • Replace all technical safeguards
    • Prevent or minimize risks to health, safety, or fundamental rights
    • Require a human to approve every AI output in every context
  8. What should effective human oversight under Article 14 help overseers do?
    • Accept every system recommendation without review
    • Approve every action regardless of risk
    • Replace the system’s logs with a human summary
    • Recognize automation bias, interpret outputs, and disregard, override, or interrupt them when appropriate

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