Knowledge Graphs on Uni Matrix Zero

Generative AI Production Architecture

Wed, 12 Aug 2026 00:00:00 +0000

A generative AI production architecture defines more than which model receives a prompt. It determines where truth lives, how decisions become actions, which intermediate states remain inspectable and what must happen before a generated result becomes part of the system.

Graph RAG vs. Agent Memory vs. World State

Wed, 12 Aug 2026 00:00:00 +0000

Graph RAG, agent memory and world state are often grouped under “giving the model more context.” That description is too broad for architecture. They solve different problems and carry different levels of authority.

Knowledge Graphs as the Control Plane for AI Agents

Wed, 12 Aug 2026 00:00:00 +0000

An AI agent needs more than retrieved paragraphs. It needs an inspectable map of the entities it may act on, how they relate, which sources support a claim and which transitions are permitted. A knowledge graph can provide that semantic control plane.

World Model AI vs. Studio Architecture

Wed, 12 Aug 2026 00:00:00 +0000

World model AI can learn how a scene may evolve, predict the consequences of candidate actions and provide useful priors about physical reality. That is a major capability. It is not, however, the same as owning an explicit production world whose entities, history, geometry, permissions and accepted state can be queried and controlled.