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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 16, 2026· ~3 min read

Zero-Knowledge Proofs in a Test Tube: Graph Isomorphism Meets Synthetic Biology

Zero-knowledge proofs moved from silicon to chemistry. Graph isomorphism proofs encoded in synthetic DNA — hardware-independent, quantum-resistant, potentially uncloneable cryptography.

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August 16, 2026· ~4 min read

DocNavRAG: The Document Navigation Pattern That Beats RAG at Long-Form QA

Agents should navigate document structure rather than repeatedly search from scratch. DocNavRAG maintains an evolving evidence state that improves answer quality by 7.8% and context sufficiency by 17.7%.

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August 16, 2026· ~4 min read

HP-JEPA: Multi-Resolution Graph Learning Without Manual Tuning

Single-partition graph JEPAs bias representations toward one structural granularity. HP-JEPA learns at multiple resolutions simultaneously — outperforming fixed-resolution baselines on 6 of 8 benchmarks.

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August 15, 2026· ~4 min read

SNAP-tFDP: Visualising 4 Million Nodes in 10 Seconds

Force-directed placement scaled to 4 million nodes, 34 million edges in under 10 seconds with 72% less memory. The secret: negative sampling, not multi-level representations.

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August 15, 2026· ~5 min read

ACE-GraphRAG: The Agent Layer That Fixes GraphRAG's Fatal Flaw

GraphRAG has a representation-inference gap that breaks complex queries. ACE-GraphRAG adds an agent layer that adapts context dynamically — here's how it works and why it matters.

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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.

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