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The Incentives Lab
HBT-INC-0004 · Dimension INC · Incentives

Acceptable Use Policy (AI)

Written rules about how AI may be used internally.

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

Scientific Definition

Written rules about how AI may be used internally.

Plain-English Definition

Written rules about how AI may be used internally.

Feynman Explanation

Without a policy, every team writes their own. Inconsistently.

Core Principle

Written rules about how AI may be used internally.

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

Without a policy, every team writes their own. Inconsistently.

Examples

Everyday
  • Use policies covering PII, IP, sensitive data, attribution.
Modern (Organizational)
  • Necessary infrastructure for scaled adoption.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Write it. Train on it. Audit against it.

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
Necessary infrastructure for scaled adoption.
Amplifying Incentives
Necessary infrastructure for scaled adoption.
Org Failure Modes
Necessary infrastructure for scaled adoption.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Write it. Train on it. Audit against it.
Diagnostic Questions
  • Write it. Train on it. Audit against it.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Write it. Train on it. Audit against it.
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-0004 · INC
Acceptable Use Policy (AI)
AUAAAI Audit TrailABAI Bill of MaterialsABAI Bill of Materials…ACAI Council / CommitteeAGAI Governance VacuumCPContent Provenance (…DLData LineageEAEU AI ActEVExplainability vs. I…HuHuman-in-the-Loop

Knowledge Graph Neighbors

Version History

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