Canonical concept · WikiSure
Organizational Learning
Accumulated, source-attributed institutional memory captured every time a definition is approved, refined, or contested.
Definition
Organizational Learning, in the semantic governance sense, is the accumulated, source-attributed institutional memory captured every time a definition is approved, refined, or contested. Every governance decision in WikiSure is an event; the sum of those events is the organization's living memory of why its meanings are what they are.
Business context
Most organizational memory leaves with the people who held it. Codified semantic memory — definitions, decisions, contradictions, and the rationale behind them — outlives any individual. It is the only form of institutional memory that AI agents can also consume.
Insurance example
When the underwriting team refines its definition of 'high-risk geography' in response to a new flood model, the decision is captured as a `CanonicalRefined` event with the model citation, the approver, and the prior version. Two years later, a new underwriter — or a new agent — can reconstruct the full reasoning.
Governance example
Every contradiction WikiSure detects between candidate definitions and the canonical version is preserved, with the resolution. The result is a contradiction history that is both an audit asset and a training corpus for future semantic models.
Related concepts
Frequently asked
- How is this different from a wiki?
- A wiki captures prose. WikiSure captures governed, versioned, owner-accountable definitions and the events that produced them — structured for machine consumption by both humans and AI agents.