# Externalized Model Knowledge
**Entity class:** Model-architecture concept
**Domain:** Artificial intelligence / Knowledge systems
**Maturity:** Developed
## Definition
Externalized model knowledge stores facts, documents, memories, or state outside a model's parameters and retrieves them when needed.
## Mechanism and significance
Externalization can improve updateability and provenance while introducing retrieval, latency, trust, and integration problems that parameterized knowledge handles differently.
## Relationships
- **Research dossier:** [[research/ASI and RSI Timeline Research Moonshots|ASI and RSI Timeline Research Moonshots]]
- **Ontology route:** [[ASI and RSI Timeline Ontology#Model Architecture and Compute Economics|Model Architecture and Compute Economics]]
- **Primary fields:** [[Machine Intelligence]] · [[AI Infrastructure]] · [[Compute Race]]
- **Adjacent concepts:** [[Algorithmic Improvement Without Data Scaling]] · [[Compact Reasoning Kernel]] · [[Knowledge Embedded in Model Weights]] · [[Terminal-Bench]]
## Sources and provenance
- [[research/ASI and RSI Timeline Research Moonshots|ASI and RSI Timeline Research Moonshots]] — immediate source for this node's role in the broadcast research map.
## Evidence boundary
The research dossier establishes why this entity or concept belongs in the Moonshots ontology. Time-sensitive organizational, product, policy, and performance claims should be checked against the linked primary source or a current authoritative source before reuse as settled fact.