Most AI hallucination guides treat it like a model problem. It isn't. It's a systems problem, and the fix lives in how you structure the interaction before the model ever generates a word. If you're building content pipelines with LLMs, or helping clients automate their publishing workflow, the failure point is almost always upstream, in the prompt architecture, the context window, or the absence of a verification layer. Here's a practical breakdown of what actually stops the drift.
Originally published at vibrationofawesome.com
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