EU AI Act Article 4 Is Live: Building an Audit-Ready AI-Literacy Programme
Article 4 of the EU AI Act has been actively enforced since August 2026. What engineering teams must document, and how to build an audit-ready AI-literacy programme.
AI, XR, DevOps, graph theory, knowledge graphs, and digital sovereignty. Deep dives, tutorials, and analysis from across the GraphWiz knowledge base.
Article 4 of the EU AI Act has been actively enforced since August 2026. What engineering teams must document, and how to build an audit-ready AI-literacy programme.
ChatGPT Images 2.5, Qwen-Image-2.1 and Meta Muse defined image AI's 2026 shift from photorealism to control — while diffusion models started racing past autoregressive LLMs.
Five concurrent full-graph scans on a CI load test OOM-killed the production Dgraph and triggered a data-loss incident. Why concurrency ceilings are part of load-test design, how to set a process/repo/CEILING story that keeps the blast radius inside the container, and what CI load tests against prod should actually assert.
Query-only poisoning beats agent-memory audits with 90.7% success, and stale memory doubles agent failures. The threat model, and the defences that hold.
A fresh 760-call study of Perplexity's software recommendations shows the grounding layer is a manufactured long tail — and the two model variants agree far too often for comfort.
As AI systems evolve from simple predictive models to autonomous multi-step agents, they inherit all the technical debt of earlier AI systems — plus a new class of debt unique to agentic architecture. This article maps the root causes, symptoms, and remediation strategies.