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The Incentives Lab
HBT-COG-0409 · Dimension COG · Cognition

Instrumental Convergence

Different agents pursue the same subgoals regardless of their ultimate goals.

Strategy·Mental Model·Grade B·draft· enriching…

Scientific Definition

Different agents pursue the same subgoals regardless of their ultimate goals.

Plain-English Definition

Different agents pursue the same subgoals regardless of their ultimate goals.

Feynman Explanation

Every AI wants more resources, more data, and more control. So do humans.

Core Principle

Different agents pursue the same subgoals regardless of their ultimate goals.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Different agents pursue the same subgoals regardless of their ultimate goals.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Subgoals become goals because they are measurable.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Every AI wants more resources, more data, and more control. So do humans.

Examples

Everyday
  • Competitors with different missions both seek market share and talent.
Modern (Organizational)
  • Subgoals become goals because they are measurable.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Check whether subgoals have drifted from the original mission.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (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
Subgoals become goals because they are measurable.
Amplifying Incentives
Subgoals become goals because they are measurable.
Org Failure Modes
Subgoals become goals because they are measurable.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Check whether subgoals have drifted from the original mission.
Diagnostic Questions
  • Check whether subgoals have drifted from the original mission.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Check whether subgoals have drifted from the original mission.
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-COG-0409 · COG
Instrumental Convergence
ICWL3-Way Life Optimizat…ACAdaptive ChallengeADAdvantageous Diverge…APAgent ProvocateurAOArt of WarAWAsymmetric WarfareBaBackcastingCoCounterinsurgencyCoCounterpropagandaCFCynefin Framework

Knowledge Graph Neighbors

Auto-linked to the rest of the Human Behavior Taxonomy by family, domain, dimension, and shared keywords.

Version History

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