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Technical architecture

Why infrastructure agents need a world model

An infrastructure world model is a versioned understanding of resources, relationships, capabilities, constraints, and change through time—not just a cloud inventory snapshot.

Inventory answers what exists. A world model answers what it means.

A list of resources cannot explain whether two services form one customer path, whether a database replacement violates an objective, or whether an apparently idle component is part of a recovery plan.

A world model adds stable identity, typed relationships, provider-specific semantics, customer objectives, constraints, known gaps, and temporal context.

Temporal context changes the recommendation

The same utilization level can mean normal seasonality, a release regression, an emerging growth pattern, or a measurement gap. Historical topology and retained outcomes help separate those cases.

  • Current and previous resource relationships.
  • Observation freshness and known coverage gaps.
  • Prior plans, assumptions, actions, rollbacks, and verified outcomes.
  • Provider-native constraints that cannot be flattened into false equivalence.

The model informs decisions; it does not authorize them

Semantic understanding can establish context and generate candidate plans. Independent policy and action evaluation still determine whether an exact mutation has current authority.

Common questions

Is a world model a graph database?

Not necessarily. It is a semantic and temporal contract. It can be represented with relational projections, graph views, or both; the storage engine is an implementation choice rather than the product definition.

Primary references

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