How Generative AI Works — Tokens, Embeddings and the Transformer
This post explains how generative AI works — tokens, embeddings, the transformer and self-attention. The mechanics behind every LLM, explained without a single equation.
This post explains how generative AI works — tokens, embeddings, the transformer and self-attention. The mechanics behind every LLM, explained without a single equation.
Fine-tuning, prompt engineering and RAG each solve a different problem. Pick the wrong one and you waste time and money. This post explains what each does and when to use it.
78% of organisations use AI. But what are they actually doing? This post maps real enterprise AI in 2026 — copilots, code generation, knowledge search, process automation and agents — where it works and where it fails.
RAG is the most important technique for making AI reliable in enterprise settings. It gives an LLM access to your documents, data and knowledge at query time — so it answers from evidence, not from memory. This post explains what RAG is, how it works step by step, where vector databases fit in, and how SAP uses it in Joule and AI Core.
Compare SAP Fiori embedded deployment, hub front-end server, and SAP Build Work Zone, and the release-specific lifecycle checks that decide which one fits your landscape.
SAP blueprints get reopened when the design freeze is a date, not a state. This post shows how to turn fit-gap output into a freeze that actually holds.
AI hallucinations are not a bug that will be fixed in the next model update. They are a structural consequence of how large language models work. This post explains what hallucination actually is, why it happens at a technical level, the different types, and what practical steps reduce it — without the hype or the panic.
SAP Screen Personas lets you simplify, adapt, and personalise classic SAP GUI transactions without touching the underlying code. Here is how it works and when to use it.
AI benchmarks can't be trusted to choose a model. Discover why MMLU, SWE-bench and others fail in production — and what to measure instead.
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