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The Incentives Lab
HBT-INC-0149 · Dimension INC · Incentives

Human-in-the-Loop

Human review at critical AI decision points.

Governance·AI-Behavioral Coupling·Grade C·draft· enriching…

Scientific Definition

Human review at critical AI decision points.

Plain-English Definition

Human review at critical AI decision points.

Feynman Explanation

The autopilot is fine. Until it isn't.

Core Principle

Human review at critical AI decision points.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Pending editorial review.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

The autopilot is fine. Until it isn't.

Examples

Everyday
  • Medical AI requiring physician confirmation.
Modern (Organizational)
  • Risk reduction for consequential decisions.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Design where the human adds real signal, not where they rubber-stamp.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
C (A strongest → E speculative)
Replication
★★☆☆☆
Intervention Confidence
3 / 5
Consensus
Pending editorial review (HBT v1.0 auto-seed).
Limitations
Pending editorial review (HBT v1.0 auto-seed).
Open Research Questions

Pending editorial review.

Primary References

Pending editorial review.

Signature Section

The Perverse Incentive Lens™

How this behavior is exploited — and how to redesign around it.

Exploitation
Risk reduction for consequential decisions.
Amplifying Incentives
Risk reduction for consequential decisions.
Org Failure Modes
Risk reduction for consequential decisions.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Design where the human adds real signal, not where they rubber-stamp.
Diagnostic Questions
  • Design where the human adds real signal, not where they rubber-stamp.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Design where the human adds real signal, not where they rubber-stamp.
Team
Pending editorial review (HBT v1.0 auto-seed).
Organization
Pending editorial review (HBT v1.0 auto-seed).
Policy
Pending editorial review (HBT v1.0 auto-seed).
AI Implications
Detection
Pending editorial review (HBT v1.0 auto-seed).
Measurement
Pending editorial review (HBT v1.0 auto-seed).
Mitigation
Pending editorial review (HBT v1.0 auto-seed).
Responsible Use
Pending editorial review (HBT v1.0 auto-seed).

Interactive Mini Network

Click any neighbor to re-center the graph and follow the threads of connection.

HBT-INC-0149 · INC
Human-in-the-Loop
HuAUAcceptable Use Polic…AAAI Audit TrailABAI Bill of MaterialsABAI Bill of Materials…ACAI Council / CommitteeAGAI Governance VacuumCPContent Provenance (…DLData LineageEAEU AI ActEVExplainability vs. I…

Knowledge Graph Neighbors

Version History

v1.1.0 · 2026-06-28Initial auto-seed from corpus.