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

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August 12, 2026· ~6 min read

Distributed Graph Processing in 2026: Pregel to Trillion-Edge Systems

Distributed graph processing is the thinnest cell in graph research — Pregel lineage, trillion-edge systems, when distributed is the wrong tool.

distributed-graph-processingpregelgraphxgiraph+4 more

August 12, 2026· ~7 min read

NL2GQL and Text2Cypher in 2026: The New NL2SQL

Natural-language-to-graph-query is the fastest-moving cell in graph research: GQLBench, dialect diversity, agentic tooling, production expectations.

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August 12, 2026· ~6 min read

Temporal Knowledge Graphs in 2026: Time-Aware Embeddings and Event-Driven Updates

Temporal KGs are a clear growth cell: time-aware embeddings and event-driven updates as frontiers. Models, trade-offs, production patterns.

temporal-graphsdynamic-graphsknowledge-graphstime-aware-embeddings+3 more

August 7, 2026· ~5 min read

GQL Meets Threat Intelligence: Querying Provenance Graphs for Cyber Attack Investigation

A GQL-style language traces cyber attacks across provenance graphs of audit events — the pattern, a worked example, and what it means for practitioners.

gqlprovenancecyber-securitythreat-intelligence+4 more

August 6, 2026· ~5 min read

Agent Graphs as Memory: When the Agent's Mental Scratchpad Is a Graph

The 2026 agent-memory wave is graph-shaped: persona graphs, experience graphs, self-evolution, and benchmarks proving graph memory beats flat lists.

agentsagent-memorygraph-memoryknowledge-graphs+3 more

August 5, 2026· ~4 min read

GraphRAG Grows Up: Benchmarks, Robustness and the Poisoning-Attack Frontier

GraphRAG left "can it work?" and entered "can you trust it?": benchmarks, robustness to knowledge poisoning, and attacks now hitting graphs.

graphragsecuritybenchmarksrobustness+3 more