AI Graph Knowledge Hub

AI agents are compressing DevOps feedback loops from hours to seconds. The teams that win will be those that design tight, verifiable loops — not the ones with the best dashboards. Here is how to think about loops when your operators are autonomous.

Apple open-sourced Container — a Swift-based VM-per-container runtime for macOS. Through a graph-theoretic lens, containers are dependency graphs of kernel features, syscall filters, and virtualisation primitives.

Graz University's FROST attack uses JavaScript SSD timing to fingerprint websites and apps. Reconstructing behavioural graphs from side-channel data opens a new dimension in privacy attack analysis.

Microsoft's record 206-CVE Patch Tuesday proves CVSS scores alone cannot prioritise. Knowledge graphs mapping dependency blast radius and reachability are the only scalable defence.

The Miasma worm compromised 73 Microsoft repos and open-sourced its toolkit. Analysed through graph theory: dependency graphs, blast radius, and defence strategies.

Claude Fable 5's Mythos-class reasoning transforms GraphRAG from promising to production-ready. Multi-hop graph queries, reliable Text-to-Cypher, and autonomous graph exploration are now practical reality.