AI Hallucination and GEO: What Accurate Sources Can—and Cannot—Do
Scope note: This article explains the topic using public research and common engineering patterns. Retrieval, reranking, generation, and source-selec…
-
-
How Mixture-of-Experts Works—and Its Limited Relevance to GEO
MoE (Mixture of Experts) is a model architecture where not all parameters activate for every input — only relevant "expert" modules are engaged. This …
-
What Is AI Hallucination: Why AI Confidently Makes Things Up
AI hallucination is when LLMs generate plausible-sounding but factually incorrect information — confidently "inventing" nonexistent facts, wrong data,…
-
RLHF and Content Quality: Response Preference Is Not Source Preference
Scope note: This article explains the topic using public research and common engineering patterns. Retrieval, reranking, generation, and source-selec…
-
Scaling Laws and GEO: Model Size Does Not Predict Web Citations
Scope note: This article explains the topic using public research and common engineering patterns. Retrieval, reranking, generation, and source-selec…
Have a GEO Question?
Can’t find what you need? Reach out — we’re happy to help.
English ▾
Chinese (Simplified)