Featured Big Data and the Rise of Augmented Intelligence Each year computers are getting faster, but at the same time we as humans are getting better at using… May 29 254M views 1 min read
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What RAG actually is, and why it became the substrate under every serious LLM system Nobody pitches “this app uses RAG” anymore. That is the whole signal. The moment a pattern stops being the headline,… Jul 10, 2026 Yves Mulkers 182K views 12 min read
Observability and Audit for LLM Systems: The Side of the Harness That Faces the Regulator Last quarter I sat in on an incident review for a customer-facing assistant that had quoted a refund policy the… Jul 9, 2026 Yves Mulkers 41K views 19 min read
Hallucination Taxonomies and Mitigations: Naming the Failure Mode So You Can Engineer Against It The first time I heard a senior engineer say “the model hallucinated” without flinching, I knew the conversation had turned.… Jul 8, 2026 Yves Mulkers 96K views 21 min read
LLM Evaluation and Benchmarking: From Leaderboard Score to Harness Proof A friend who tunes concert pianos told me once that the factory test is the easy part. The piano leaves… Jul 7, 2026 Yves Mulkers 105K views 18 min read
Guardrails and Runtime Controls: The Layer That Decides What the Model Is Allowed to Say A friend of mine runs the lock on a stretch of Flemish canal. The river on one side sits four… Jul 6, 2026 Yves Mulkers 25K views 19 min read
RAG and Grounding Patterns: How Retrieval Became the Substrate Under Every Serious LLM System In 2023 the room used to ask whether retrieval-augmented generation was worth building. In 2026 the room assumes it is… Jul 5, 2026 Yves Mulkers 72K views 20 min read
Hallucinations, Guardrails, and the LLM Harness: How to Trust What a Language Model Says (2026) Six months ago, a senior architect at a bank I work with closed his laptop in a meeting, looked at… Jul 4, 2026 Yves Mulkers 30K views 38 min read
AI in the SOC: Detection and the Security Operations Center The first time I sat behind the glass in a working security operations centre, what stuck with me was the… Jul 3, 2026 Yves Mulkers 58K views 11 min read
Data Security and Privacy for AI Systems Here is the conversation I keep having with security teams in 2026. They have spent fifteen years getting good at… Jul 2, 2026 Yves Mulkers 66K views 12 min read
Securing the AI Supply Chain: Models, Weights, and Dependencies I watched a team last quarter pull a popular open-source language model from a public hub, point it at customer-support… Jul 1, 2026 Yves Mulkers 218K views 12 min read