No, an LLM doesn’t “understand” what you tell it
What actually happens under the hood, and why it changes how you should use it.
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What we're seeing in AI and data.
Short, jargon-free analysis on LLMs, AI agents, automation, and enterprise data, written by the Nyxora team from the field, project by project.
AI agents in the enterprise: where to start?
Everyone's talking about autonomous agents, but few companies know where to begin. Here's the framework we use with our clients to identify a realistic first use case.
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AI audit: what we actually look at in the first two weeks
Before any project, we map the terrain. What a real AI audit inspects, and why it matters.
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RAG or fine-tuning: how to choose?
Two approaches, two costs, two very different use cases. A simple guide to deciding based on your needs.
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Automation: the mistakes that sink a project
Technology is almost never the real problem. What actually makes an automation project fail, and how to avoid it.
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How to choose your first AI use case
The best AI project isn't the most impressive one, it's the most measurable one. Our 4-criteria selection grid.
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If one of these topics resonates with a project you're running, let's talk about it during a free consultation.