Content

AI, XR, DevOps, graph theory, knowledge graphs, and digital sovereignty. Deep dives, tutorials, and analysis from across the GraphWiz knowledge base.

All211 AI116 Graphs64 GraphRAG5 Knowledge Graphs6 Visualization1 Algorithms2 Security7 GNN1 LLMs & Graphs2 Agentic AI3

Graphs →AI →

October 12, 2026· ~6 min read

World Models for Agents: Why the Interesting Ones Are Graphs

Agentic world models come in three levels. The ones that plan reliably encode the world as a graph, and the benchmark numbers are stark.

world-modelsagentsplanninggraph-reasoning+2 more

October 12, 2026· ~6 min read

Neurosymbolic Agents: Give the LLM a Graph to Reason Over

LLMs are strong inductive reasoners and weak deductive ones. The 2026 neurosymbolic agent stack pairs the model with a graph substrate it can verify and edit.

neurosymbolicagentsknowledge-graphs

1 2...36 Next →

reasoning

+2 more

October 12, 2026· ~6 min read

Self-Driving Networks Need a Graph: Causal Root-Cause AIOps

HPE says AI will close every network trouble ticket without a human in three years. The hard part is not detection — it is causal attribution over a topology.

aiopsself-driving-networksroot-cause-analysiscausal-inference+2 more

October 12, 2026· ~5 min read

What Did the Agent Know at Time T? Bi-Temporal Memory and Its Missing Benchmark

An agent can be wrong and still have been right at the time. Bi-temporal memory records what was true and when — but nobody benchmarks what the agent knew at time T.

agent-memorytemporal-knowledge-graphbi-temporalbenchmark+1 more

October 12, 2026· ~6 min read

AI Agents Moved the Robot Arm: Modelling OT Attack Paths as Graphs

Eight frontier models, one isolated OT lab, and a robotic arm that moved in minutes. Attack-path graphs are how defenders get ahead of agentic ICS attacks.

icsot-securityattack-path-graphscritical-infrastructure+2 more

October 12, 2026· ~6 min read

The Right to Be Forgotten Meets the Knowledge Graph

Deleting a row is easy. Deleting a fact that has been summarised, embedded and re-derived across a graph is where the right to be forgotten gets hard.

gdprright-to-be-forgottenmachine-unlearningknowledge-graph+2 more