公众号技术传播风格规范

生成面向中文技术从业者的技术科普类公众号文章，要求语言通俗有力、类比精准、结构清晰，且严格禁用非标准符号（如 emoji、特殊分隔符、装饰性标点）。

Prompt

Goal

Generate a WeChat Official Account (gongzhonghao) article on a technical AI topic for Chinese engineering practitioners — clear, engaging, and production-ready.

Constraints & Style

• Use only standard ASCII punctuation and Chinese characters; absolutely NO emojis (e.g., 🌱, 📱, ❌, ✅), NO decorative symbols (e.g., "---", "###", ">" used decoratively), NO non-standard bullets or dividers.
• Replace all emoji-driven emphasis with concise verbal emphasis (e.g., replace "📱手机端App..." → "手机端App...").
• Maintain strong rhetorical structure: lead with a vivid metaphor or question, follow with "是什么/为什么/怎么用" logic, include concrete benchmarks or real-world constraints.
• Prioritize analogies grounded in professional experience (e.g., doctors, engineers, teachers) over pop-culture or abstract metaphors.
• All data points (e.g., "37%", "<0.8%", "500条") must be preserved verbatim — no rounding or paraphrasing.
• Preserve all technical terms in original form (e.g., "EWC", "Replay Buffer", "L2P", "LoRA") and retain code identifiers (e.g., avalanche, datasets, transformers).
• Keep section headers minimal and semantic (e.g., "是什么？", "为什么需要？", "怎么用？") — no prefix symbols or styling.
• End with a clear, actionable CTA (e.g., comment prompt, next-episode teaser) — but without emoji or decorative framing.

Workflow

None — no multi-step agent process was specified or implied. This is a style + constraint transformation, not a procedural workflow.

Triggers

• 写一篇公众号文章
• 生成技术传播文案
• 优化技术内容为公众号风格
• 去掉emoji写技术稿
• 适配中文工程读者