Recognize that fluent LLM output is next-token prediction over available context, not automatic fact verification.
The client reply is due in five minutes. The AI draft says the client has premium support. The contract folder is on the desk, but its details were never included in the prompt. What should Maya do before sending? Add the relevant contract excerpt, ask the model to answer only from that excerpt, then verify the final claim. Right. The model can only condition on what is in context or supplied by tools at inference time. Grounding the prompt converts a likely continuation into an evidence-based answer. Send it because the writing is specific and professional. Weaker. Specific style can…
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