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Spotlight · Semantics & context

Do your agents know what your business means?

The ontology behind the data: shared meaning, relationships and retrievable context agents can rely on. Meaning is designed, not discovered in production. Ontology, semantic layer and retrieval are built and tested up front; production only has to show which context was used.

Hot · still maturing8 matrix167 solutions6 before release2 in productionspans 2 cores
SHIFT LEFT · BEFORE RELEASESHIFT RIGHT · IN PRODUCTIONfeeds the next plan
A team's taskstart here ▸
Production footprint◂ your stops
1
Data Governance & Catalog
NUCL-C1S02M001
Plan
Is there an agreed owner for each business term?
Yes stop inNo bypass
2
Semantic Layer & Metrics
NUCL-C2S01M006
Plan
Are metrics and entities defined once, for people and for models?
Yes stop inNo bypass
3
Graph Databases
NUCL-C1S01M006
Build
Do relationships between entities need to be queryable?
Yes stop inNo bypass
4
Vector Databases & Embeddings
NUCL-C2S02M006
Build
Do you need meaning-based retrieval?
Yes stop inNo bypass
5
RAG & Knowledge Orchestration
NUCL-C2S02M022
Build
How is context assembled for the model?
Yes stop inNo bypass
6
Model & LLM Evaluation
NUCL-C2S02M018
Test
Can you test that answers are grounded before release?
Yes stop inNo bypass
7
Model Gateways & API Management
NUCL-C2S02M023
Release
Is context access routed and permissioned per caller?
Yes stop inNo bypass
8
AI Observability
NUCL-C2S02M004
Monitor
Can you see which context the model actually used?
Yes stop inNo bypass
RELEASE · GO-LIVE
A team's taskstart here ▸
SHIFT LEFT · BEFORE RELEASE
1
Data Governance & Catalog
NUCL-C1S02M001
Plan
Is there an agreed owner for each business term?
Yes stop inNo bypass
2
Semantic Layer & Metrics
NUCL-C2S01M006
Plan
Are metrics and entities defined once, for people and for models?
Yes stop inNo bypass
3
Graph Databases
NUCL-C1S01M006
Build
Do relationships between entities need to be queryable?
Yes stop inNo bypass
4
Vector Databases & Embeddings
NUCL-C2S02M006
Build
Do you need meaning-based retrieval?
Yes stop inNo bypass
5
RAG & Knowledge Orchestration
NUCL-C2S02M022
Build
How is context assembled for the model?
Yes stop inNo bypass
6
Model & LLM Evaluation
NUCL-C2S02M018
Test
Can you test that answers are grounded before release?
Yes stop inNo bypass
RELEASE · GO-LIVE
SHIFT RIGHT · IN PRODUCTION
7
Model Gateways & API Management
NUCL-C2S02M023
Release
Is context access routed and permissioned per caller?
Yes stop inNo bypass
8
AI Observability
NUCL-C2S02M004
Monitor
Can you see which context the model actually used?
Yes stop inNo bypass
Production footprint◂ your stops
See the spotlight