AI, XR, DevOps, graph theory, knowledge graphs, and digital sovereignty. Deep dives, tutorials, and analysis from across the GraphWiz knowledge base.
Agent skills spread by copying, not by declaring dependencies, so the graph that matters does not exist. Reconstructing 2.19M copy edges from git history shows stars point at the wrong repositories and upstream fixes never reach the copies.
Two CVSS 9.2 PHP RCEs, confirmed exploitation, and an end-of-life PHP 7.4 host. Blocking multipart POSTs at Traefik across a four-host fleet.
Five agent memory systems launched in the same month. Neo4j Context Engine, SurrealDB Agent Memory, Databricks MemCurrent, AllegroGraph GraphTalker 2.0, and Tencent Hy Memory 2.0 take fundamentally different architectural bets — and the differences matter for anyone building agents that remember.
Open-source inference acceleration has split into three fronts — quantized kernels, speculative decoding, and distributed serving. vLLM Humming, DeepSeek DSpark and DeepInfer, and llm-d v1.0 each attack a different bottleneck, and together they are reshaping what a single GPU can do.
The first generation of GraphRAG used LLM-generated community summaries — powerful but prohibitively expensive. The 2026 generation replaces LLM-driven retrieval with algorithmic graph exploration, cutting query cost by 99% and latency by 100× while matching or beating the originals on quality.
OpenCode 2 is Anomaly's rewrite with a shared service, Code Mode, automatic response continuation and remote pairing — but V1 plugins, the CLI config and LSP support all break. The graphwiz.ai opencode-saia-plugin already bridges both versions.