Three Domains of Experience Capitalization
Experience Capitalization is a business function built around three domains: Experience, Intelligence, and Technology.Experience Capitalization can be understood through three connected domains: accumulated experience and relevant external sources, model reconstruction, and reusable model operation.
1. Accumulated Experience and Relevant External Sources
Experience begins with repeated contact with reality and the statistical regularities that can be learned from it. Individuals accumulate it through life and work. Professions can accumulate observational and practical experience across generations. Civilization also develops formal structures through reasoning and science, through deliberate design, and through governing sources such as law and applicable standards.
Writing externalizes models, model descriptions, constraints, and evidence. Books, standards, technical documents, laws, research papers, manuals, specifications, and code contain structures developed through different combinations of observation, reasoning, deliberate design, and authority.
2. Model Reconstruction
A descriptive source is not yet an explicit operational model. The reader must identify what the source implies about entities, states, relationships, processes, conditions, actions, rules, exceptions, and results.
Historically, this reconstruction depended on human readers. LLMs provide a new mechanism for performing the same work by combining a much broader learned statistical substrate with direct analysis of targeted documentary sources. Their learned statistical structure helps surface recurring patterns, and targeted sources can be compared directly to propose candidate models with a traceable basis.
The central discipline is therefore not storage alone. It is reconstruction: turning dispersed descriptions, formal structures, constraints, and evidence into coherent explicit model structure.
3. Reusable Model Operation
A model becomes economically important when it can guide future action repeatedly. It can support training, software design, decision systems, workflow checks, automation, testing, conformance, and analysis.
Operational use requires the model to be inspectable, bounded, versioned, and maintained. A reusable model must make its scope clear enough that users and systems know when it applies and what information is required.
The Full Chain
The three domains form a single production logic:
Accumulated human experience and observational evidence
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Documentary and formal sources, including governing constraints where applicable
→ AI-assisted model reconstruction
→ explicit candidate model
→ verification and readiness
→ released reusable model
→ repeated operational use
Experience Capitalization is the discipline that manages this chain as a system rather than treating each step as an isolated activity.