How does context engineering reduce AI hallucinations? Context engineering reduces AI hallucinations by controlling the information an AI model receives at inference time. Instead of relying only on model training or prompts, it supplies relevant, authoritative, current, and permission-aware context through retrieval, structured data, memory, tools, and business rules. This gives enterprise AI better evidence for generating accurate responses. TL;DR What Is Context Engineering? Context