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The Incentives Lab
HBT-INC-0195 · Dimension INC · Incentives

Open vs. Closed Models

Open-weight vs. API-only models.

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

Scientific Definition

Open-weight vs. API-only models.

Plain-English Definition

Open-weight vs. API-only models.

Feynman Explanation

Different bets on the future of AI economics.

Core Principle

Open-weight vs. API-only models.

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

Different bets on the future of AI economics.

Examples

Everyday
  • Llama, Mistral, DeepSeek vs. GPT-class APIs.
Modern (Organizational)
  • Cost, control, capability tradeoffs.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Use both. Different use cases want different answers.

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
Cost, control, capability tradeoffs.
Amplifying Incentives
Cost, control, capability tradeoffs.
Org Failure Modes
Cost, control, capability tradeoffs.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Use both. Different use cases want different answers.
Diagnostic Questions
  • Use both. Different use cases want different answers.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Use both. Different use cases want different answers.
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-0195 · INC
Open vs. Closed Models
OVAAAI as Coach vs. AI a…AMAI Maturity ModelASAI Strategy as Capab…AVAugmentation vs. Aut…BVBuild vs. Buy vs. Pa…COCapability OverhangFiFine-TuningVLVendor Lock-In RiskAUAcceptable Use Polic…ACAdoption Curve (AI)

Knowledge Graph Neighbors

Version History

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