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The Incentives Lab
HBT-INC-0278 · Dimension INC · Incentives

Trust Calibration

Matching trust in a system to its actual reliability.

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

Scientific Definition

Matching trust in a system to its actual reliability.

Plain-English Definition

Matching trust in a system to its actual reliability.

Feynman Explanation

Too much trust ships errors. Too little wastes capability.

Core Principle

Matching trust in a system to its actual reliability.

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

Too much trust ships errors. Too little wastes capability.

Examples

Everyday
  • Users either over-trusting or rejecting AI outputs.
Modern (Organizational)
  • Adoption strategy and risk management.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Surface confidence intervals. Train users on appropriate skepticism.

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
Adoption strategy and risk management.
Amplifying Incentives
Adoption strategy and risk management.
Org Failure Modes
Adoption strategy and risk management.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Surface confidence intervals. Train users on appropriate skepticism.
Diagnostic Questions
  • Surface confidence intervals. Train users on appropriate skepticism.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Surface confidence intervals. Train users on appropriate skepticism.
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-0278 · INC
Trust Calibration
TCAnAnthropomorphismACAutomation ComplacencyCIConfidence Intervals…HaHallucinationAUAcceptable Use Polic…ACAdoption Curve (AI)AgAgentALAgentic LiabilityAAAI as Coach vs. AI a…AAAI Audit Trail

Knowledge Graph Neighbors

Version History

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