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
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Inputs (Triggers)
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Outputs (Behaviors)
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Behavioral Signature
The model already knows English. You teach it your dialect.
Examples
- Domain-specific LLMs for legal, medical, financial work.
- When generic models aren't good enough.
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Famous Experiments
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Design Principles
- Fine-tune for tone and format. Use RAG for facts.
Measurement Approaches
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Evidence
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The Perverse Incentive Lens™
How this behavior is exploited — and how to redesign around it.
- Fine-tune for tone and format. Use RAG for facts.
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Interactive Mini Network
Click any neighbor to re-center the graph and follow the threads of connection.
Knowledge Graph Neighbors
Auto-linked to the rest of the Human Behavior Taxonomy by family, domain, dimension, and shared keywords.
Augmentation strategy vs. substitution strategy.
Stages of organizational AI capability.
AI strategy = decisions about which capabilities to build and where.
Augment when judgment matters. Automate when scale matters.
Strategic choice on AI capability sourcing.
AI capability outpacing organizational ability to use it.
Open-weight vs. API-only models.
Concentration risk on a single AI provider.
Operating economics shaped by per-token pricing.
Written rules about how AI may be used internally.
Innovators → early adopters → majority → laggards, AI-specific.
AI system that takes actions to achieve goals, often across tools.