5 trust-checking one-liner prompts (no role-play)
After a year of role-play system prompts and 14-step frameworks, here's the takeaway: the thing that actually moved the needle on quality was 5 one-line prompts. No roles, no markdown, no "you are an expert."
Five one-liners: pre-question clarifier / per-claim confidence rating / unconstrained version / strongest counterargument / 12-year-old compression
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Why do these beat role-play "you are a senior X" prompts? Because those only bias the writing style; these 5 bias how the model thinks. One changes the voice, the other changes the substance. This is the 80/20 of prompt engineering.
更可靠的 AI 答案 — 知道 model 哪裡在 hallucinate、哪裡在 self-censor、哪裡真的懂、哪裡只是看起來懂
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