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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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Graphs →AI →

August 15, 2026· ~4 min read

FastGFDs: Graph Data Quality at Scale on a Laptop

Graph Functional Dependency validation used to require HPC clusters. FastGFDs runs 3x faster on consumer PCs with 5x less memory — and it's open source.

graph-functional-dependenciesdata-qualitycypherneo4j+1 more

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.

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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.

nl2gqltext2cyphergqlgraph-query-languages+4 more

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.

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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.

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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.

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