道家短视频选题作战手册Daoist Short-Video Topic Playbook

不讲玄学，给玄学引流 · 剑桥图灵子内容研究库Drive traffic to metaphysics without preaching it · Cambridge Tulingzi content lab

基于 B站 + 抖音真实数据，用多 agent 拟人爬取与对抗式分析，沉淀一套道家短视频选题、爆款公式与跨平台分发战法。中英双语，持续更新。Built on real Bilibili + Douyin data via human-paced multi-agent scraping and adversarial analysis: a working system of Daoist short-video topics, viral formulas, and cross-platform distribution tactics. Bilingual, continuously updated.

调研方法与数据说明Method & Data Caveats

这份手册可信在哪、不可信在哪：拟人爬取、样本边界、跨平台陷阱、关键词坑How it was built and where its limits are: human-paced scraping, sample bounds, cross-platform traps, keyword pitfalls

B站爆款公式与离群榜Bilibili Viral Formulas & Outliers

5 个可复用爆款公式 + 真实离群榜 + 三连/收藏率解读5 reusable viral formulas + real outlier board + interaction-rate reading

抖音包装与标签体系Douyin Packaging & Hashtags

跨平台分发战法Cross-Platform Distribution

同一内核两平台换皮 + 90 天冷启动节奏One core, two skins per platform + a 90-day cold-start cadence

该拍清单与双平台钩子What to Shoot + Dual-Platform Hooks

暴论母题按市场验证度排序 Top5 + B站/抖音双钩子模板Hot-take topics ranked by market validation, Top 5 + Bilibili/Douyin hook templates

关键词避坑与下轮词表Keyword Pitfalls & Next-Round List

老子/列子/无为为何失效 + B站抖音下一轮搜索词表Why 老子/列子/无为 fail + next-round keyword lists for Bilibili & Douyin

AI×道德经选题主线（图灵子专属）AI × Tao Te Ching: Signature Line

26 条「AI时代痛点×道德经×对症方法」选题库——图灵子不可复制的内容护城河26 topics mapping AI-era pains to the Tao Te Ching — Tulingzi's un-copyable content moat

说明：本手册为内容策略研究。数据由登录态浏览器拟人化公开采集，样本属定性/趋势级；抖音为点赞数、B站为播放量，切勿跨平台比绝对值。凡标注「待核实」的数字请勿直接引用。Note: this is content-strategy research. Data was scraped via a logged-in browser at human pace; the sample is qualitative/trend-level. Douyin numbers are likes, Bilibili are views — never compare absolute values across platforms. Do not cite figures marked “unverified”.