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The Incentives Lab
HBT-INC-0129 · Dimension INC · Incentives

Fine-Tuning

Specialized training on domain data.

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

Scientific Definition

Specialized training on domain data.

Plain-English Definition

Specialized training on domain data.

Feynman Explanation

The model already knows English. You teach it your dialect.

Core Principle

Specialized training on domain data.

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 model already knows English. You teach it your dialect.

Examples

Everyday
  • Domain-specific LLMs for legal, medical, financial work.
Modern (Organizational)
  • When generic models aren't good enough.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Fine-tune for tone and format. Use RAG for facts.

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
When generic models aren't good enough.
Amplifying Incentives
When generic models aren't good enough.
Org Failure Modes
When generic models aren't good enough.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Fine-tune for tone and format. Use RAG for facts.
Diagnostic Questions
  • Fine-tune for tone and format. Use RAG for facts.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Fine-tune for tone and format. Use RAG for facts.
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-0129 · INC
Fine-Tuning
FiAAAI as Coach vs. AI a…AMAI Maturity ModelASAI Strategy as Capab…AVAugmentation vs. Aut…BVBuild vs. Buy vs. Pa…COCapability OverhangOVOpen vs. Closed ModelsVLVendor Lock-In RiskAUAcceptable Use Polic…ACAdoption Curve (AI)

Knowledge Graph Neighbors

Version History

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