{ "model": "MRS-EV", "layer": "K", "description": "太极模型 K 硬核资产层索引。K_pub=橱窗（可检索），K_pri=货架（只露价签）。原件不在此，见此只记『如何取』。", "counts": { "K_pub": 19, "K_pri": 0, "sections": 145 }, "kinds": { "goods": [ "kpub-outdoor-sketch-board-template" ], "knowledge": [ "kpub-agents-md-convergence", "kpub-daodejing-ch1-guandao", "kpub-daodejing-ch2-guandao", "kpub-daodejing-ch3-guandao", "kpub-daodejing-ch4-guandao", "kpub-daodejing-ch5-guandao", "kpub-daodejing-yinzi-guandao", "kpub-hardcore-K", "kpub-live-compliance", "kpub-mrs-ev-model", "kpub-skill-as-carrier", "kpub-taiji-site", "kpub-two-phase", "kpub-venue-lineage", "kpub-wei-zhong-bloodletting" ], "trace": [ "kpub-discovery-layer-gap", "kpub-trace-failures", "kpub-trace-seed-awakening" ] }, "tags": { "14+ 工具": [ "kpub-skill-as-carrier" ], "AAIF": [ "kpub-agents-md-convergence" ], "AGENTS.md": [ "kpub-agents-md-convergence" ], "AI引用": [ "kpub-discovery-layer-gap" ], "AI搜索": [ "kpub-discovery-layer-gap" ], "AI编程": [ "kpub-agents-md-convergence" ], "AI调用": [ "kpub-hardcore-K" ], "API": [ "kpub-outdoor-sketch-board-template" ], "Agent Skills": [ "kpub-agents-md-convergence", "kpub-skill-as-carrier" ], "B2A": [ "kpub-discovery-layer-gap" ], "B站": [ "kpub-live-compliance" ], "Claude Code": [ "kpub-agents-md-convergence" ], "FAQPage": [ "kpub-discovery-layer-gap" ], "GEO": [ "kpub-discovery-layer-gap" ], "Gumroad": [ "kpub-skill-as-carrier" ], "JSON-LD": [ "kpub-discovery-layer-gap" ], "K_goods": [ "kpub-hardcore-K", "kpub-outdoor-sketch-board-template" ], "K_pri": [ "kpub-live-compliance", "kpub-skill-as-carrier", "kpub-venue-lineage" ], "K_wit": [ "kpub-trace-failures" ], "K层": [ "kpub-agents-md-convergence", "kpub-discovery-layer-gap", "kpub-venue-lineage", "kpub-wei-zhong-bloodletting" ], "LemonSqueezy": [ "kpub-skill-as-carrier" ], "Linux基金会": [ "kpub-agents-md-convergence" ], "MCP": [ "kpub-agents-md-convergence", "kpub-outdoor-sketch-board-template" ], "MRS-EV": [ "kpub-mrs-ev-model" ], "OpenAI Codex": [ "kpub-agents-md-convergence" ], "PromptBase": [ "kpub-skill-as-carrier" ], "SKILL.md": [ "kpub-skill-as-carrier" ], "Schema": [ "kpub-outdoor-sketch-board-template" ], "Schema.org": [ "kpub-discovery-layer-gap" ], "Skills 无出路": [ "kpub-skill-as-carrier" ], "TTS": [ "kpub-taiji-site" ], "Weilian": [ "kpub-skill-as-carrier" ], "agentskills.io": [ "kpub-skill-as-carrier" ], "llms.txt": [ "kpub-discovery-layer-gap" ], "marketplace 未上线": [ "kpub-skill-as-carrier" ], "robots.txt": [ "kpub-discovery-layer-gap" ], "valid_until": [ "kpub-hardcore-K" ], "三位一体": [ "kpub-trace-seed-awakening" ], "上下文工程": [ "kpub-mrs-ev-model" ], "上古史": [ "kpub-daodejing-yinzi-guandao" ], "不言之教": [ "kpub-daodejing-ch2-guandao" ], "两阶": [ "kpub-venue-lineage" ], "中医": [ "kpub-daodejing-ch1-guandao", "kpub-wei-zhong-bloodletting" ], "中医学": [ "kpub-daodejing-ch5-guandao" ], "二次转述": [ "kpub-wei-zhong-bloodletting" ], "云端": [ "kpub-venue-lineage" ], "五层": [ "kpub-outdoor-sketch-board-template" ], "五层模板": [ "kpub-hardcore-K" ], "仁": [ "kpub-daodejing-ch5-guandao" ], "价值活动": [ "kpub-two-phase" ], "价值观导向": [ "kpub-daodejing-ch3-guandao" ], "传统文化": [ "kpub-daodejing-yinzi-guandao" ], "信任": [ "kpub-trace-failures" ], "信任层": [ "kpub-outdoor-sketch-board-template" ], "信任来源": [ "kpub-venue-lineage" ], "倪海厦": [ "kpub-wei-zhong-bloodletting" ], "偏方": [ "kpub-live-compliance" ], "入口战": [ "kpub-agents-md-convergence" ], "公众号": [ "kpub-wei-zhong-bloodletting" ], "关尹子": [ "kpub-daodejing-ch3-guandao" ], "关道版": [ "kpub-daodejing-ch1-guandao", "kpub-daodejing-ch2-guandao", "kpub-daodejing-ch3-guandao", "kpub-daodejing-ch5-guandao", "kpub-daodejing-yinzi-guandao" ], "兽于中": [ "kpub-daodejing-ch5-guandao" ], "内乐": [ "kpub-daodejing-ch5-guandao" ], "内核": [ "kpub-mrs-ev-model" ], "决策记录": [ "kpub-trace-failures", "kpub-trace-seed-awakening" ], "准入": [ "kpub-live-compliance" ], "分发先于产品": [ "kpub-skill-as-carrier" ], "分合": [ "kpub-two-phase" ], "刍狗": [ "kpub-daodejing-ch5-guandao" ], "医疗健康": [ "kpub-live-compliance" ], "医道": [ "kpub-wei-zhong-bloodletting" ], "医道生活": [ "kpub-wei-zhong-bloodletting" ], "反思": [ "kpub-trace-failures" ], "发现层": [ "kpub-discovery-layer-gap", "kpub-outdoor-sketch-board-template" ], "受众才是资产": [ "kpub-skill-as-carrier" ], "口型同步": [ "kpub-taiji-site" ], "古礼制": [ "kpub-daodejing-ch4-guandao" ], "可复制性": [ "kpub-skill-as-carrier" ], "可引用断言": [ "kpub-venue-lineage" ], "可证伪": [ "kpub-outdoor-sketch-board-template" ], "可证伪性": [ "kpub-hardcore-K", "kpub-wei-zhong-bloodletting" ], "可验证": [ "kpub-outdoor-sketch-board-template", "kpub-trace-failures" ], "合穴": [ "kpub-wei-zhong-bloodletting" ], "合规": [ "kpub-live-compliance" ], "命名学": [ "kpub-daodejing-ch1-guandao" ], "商业模型": [ "kpub-two-phase" ], "商场": [ "kpub-venue-lineage" ], "四代": [ "kpub-two-phase" ], "囮篧": [ "kpub-daodejing-ch5-guandao" ], "国学": [ "kpub-daodejing-ch3-guandao", "kpub-daodejing-ch4-guandao" ], "场域": [ "kpub-venue-lineage" ], "坤阴之术": [ "kpub-daodejing-ch3-guandao" ], "垂直专家编码型 skill": [ "kpub-skill-as-carrier" ], "复盘": [ "kpub-trace-failures" ], "天道传承": [ "kpub-daodejing-yinzi-guandao" ], "天道圣人": [ "kpub-daodejing-ch2-guandao" ], "太极模型": [ "kpub-mrs-ev-model" ], "委中穴": [ "kpub-wei-zhong-bloodletting" ], "字源考据": [ "kpub-daodejing-ch1-guandao", "kpub-daodejing-ch2-guandao", "kpub-daodejing-ch3-guandao", "kpub-daodejing-ch4-guandao", "kpub-daodejing-ch5-guandao", "kpub-daodejing-yinzi-guandao" ], "守中": [ "kpub-daodejing-ch5-guandao" ], "定价": [ "kpub-hardcore-K" ], "定价带": [ "kpub-skill-as-carrier" ], "实体卡": [ "kpub-outdoor-sketch-board-template" ], "实名认证": [ "kpub-live-compliance" ], "履约层": [ "kpub-outdoor-sketch-board-template" ], "帛书": [ "kpub-daodejing-ch4-guandao" ], "帝王术": [ "kpub-daodejing-ch3-guandao" ], "平台规则": [ "kpub-live-compliance" ], "年龄门槛": [ "kpub-live-compliance" ], "开放标准": [ "kpub-skill-as-carrier" ], "形态选择": [ "kpub-live-compliance", "kpub-venue-lineage" ], "快手": [ "kpub-live-compliance" ], "成交": [ "kpub-hardcore-K" ], "成交层": [ "kpub-outdoor-sketch-board-template" ], "户外写生": [ "kpub-outdoor-sketch-board-template" ], "投资哲学": [ "kpub-daodejing-ch2-guandao" ], "抖音": [ "kpub-live-compliance" ], "护城河": [ "kpub-skill-as-carrier" ], "收租": [ "kpub-two-phase" ], "放血": [ "kpub-wei-zhong-bloodletting" ], "数字讲解": [ "kpub-taiji-site" ], "数据层": [ "kpub-outdoor-sketch-board-template" ], "文始真人": [ "kpub-daodejing-yinzi-guandao" ], "方法论": [ "kpub-trace-failures" ], "无为": [ "kpub-daodejing-ch2-guandao" ], "无厂商锁定": [ "kpub-skill-as-carrier" ], "无源之水": [ "kpub-trace-seed-awakening" ], "时效": [ "kpub-hardcore-K" ], "易学": [ "kpub-daodejing-ch4-guandao" ], "智能体": [ "kpub-mrs-ev-model" ], "最小启动包": [ "kpub-outdoor-sketch-board-template" ], "有创操作": [ "kpub-wei-zhong-bloodletting" ], "有无": [ "kpub-daodejing-ch1-guandao" ], "标准收敛": [ "kpub-agents-md-convergence" ], "模板": [ "kpub-outdoor-sketch-board-template" ], "橱窗": [ "kpub-hardcore-K" ], "治国方略": [ "kpub-daodejing-ch3-guandao" ], "注意力": [ "kpub-venue-lineage" ], "流通": [ "kpub-trace-seed-awakening", "kpub-two-phase", "kpub-venue-lineage" ], "流通端": [ "kpub-hardcore-K" ], "湿热": [ "kpub-wei-zhong-bloodletting" ], "湿疹": [ "kpub-wei-zhong-bloodletting" ], "演示": [ "kpub-taiji-site" ], "炼化": [ "kpub-trace-seed-awakening", "kpub-two-phase" ], "版本学": [ "kpub-daodejing-yinzi-guandao" ], "瓶颈": [ "kpub-two-phase" ], "生态位": [ "kpub-agents-md-convergence" ], "甲骨文": [ "kpub-daodejing-ch4-guandao" ], "画材": [ "kpub-outdoor-sketch-board-template" ], "皮肤病": [ "kpub-wei-zhong-bloodletting" ], "皮肤癣": [ "kpub-wei-zhong-bloodletting" ], "直播": [ "kpub-live-compliance" ], "知识库": [ "kpub-hardcore-K", "kpub-trace-seed-awakening", "kpub-venue-lineage" ], "知识管理": [ "kpub-mrs-ev-model" ], "确定性": [ "kpub-outdoor-sketch-board-template" ], "祭祀": [ "kpub-daodejing-ch5-guandao" ], "种子": [ "kpub-trace-seed-awakening" ], "站点": [ "kpub-taiji-site" ], "第一章": [ "kpub-daodejing-ch1-guandao" ], "第二章": [ "kpub-daodejing-ch2-guandao" ], "第五章": [ "kpub-daodejing-ch5-guandao" ], "答案型页面": [ "kpub-discovery-layer-gap", "kpub-outdoor-sketch-board-template" ], "红线": [ "kpub-live-compliance" ], "线上": [ "kpub-venue-lineage" ], "经验主义": [ "kpub-daodejing-ch2-guandao" ], "绝对化用语": [ "kpub-live-compliance" ], "编码偏好型 skill": [ "kpub-skill-as-carrier" ], "老子": [ "kpub-daodejing-ch3-guandao", "kpub-daodejing-ch4-guandao", "kpub-daodejing-yinzi-guandao" ], "肺主皮毛": [ "kpub-wei-zhong-bloodletting" ], "胞中": [ "kpub-daodejing-ch5-guandao" ], "能力提升型 skill": [ "kpub-skill-as-carrier" ], "脑九宫": [ "kpub-daodejing-ch5-guandao" ], "脾生湿": [ "kpub-wei-zhong-bloodletting" ], "腘窝": [ "kpub-wei-zhong-bloodletting" ], "膀胱经": [ "kpub-wei-zhong-bloodletting" ], "自我纠错": [ "kpub-discovery-layer-gap" ], "自我诊断": [ "kpub-trace-seed-awakening" ], "虾聊": [ "kpub-skill-as-carrier" ], "血分": [ "kpub-wei-zhong-bloodletting" ], "血毒": [ "kpub-wei-zhong-bloodletting" ], "被调用即存在": [ "kpub-discovery-layer-gap" ], "视频号": [ "kpub-live-compliance" ], "试错": [ "kpub-trace-failures", "kpub-trace-seed-awakening" ], "试错记录": [ "kpub-discovery-layer-gap" ], "课件": [ "kpub-taiji-site" ], "货架": [ "kpub-hardcore-K" ], "资产": [ "kpub-mrs-ev-model" ], "资质": [ "kpub-live-compliance" ], "跨工具": [ "kpub-agents-md-convergence" ], "载体选型": [ "kpub-skill-as-carrier" ], "边界": [ "kpub-hardcore-K" ], "边际成本": [ "kpub-venue-lineage" ], "迁移": [ "kpub-mrs-ev-model" ], "道境": [ "kpub-daodejing-ch5-guandao" ], "道家": [ "kpub-daodejing-ch1-guandao", "kpub-daodejing-ch2-guandao", "kpub-daodejing-ch3-guandao", "kpub-daodejing-ch4-guandao", "kpub-daodejing-ch5-guandao", "kpub-daodejing-yinzi-guandao" ], "道德经": [ "kpub-daodejing-ch1-guandao", "kpub-daodejing-ch2-guandao", "kpub-daodejing-ch3-guandao", "kpub-daodejing-ch4-guandao", "kpub-daodejing-ch5-guandao", "kpub-daodejing-yinzi-guandao" ], "郄穴": [ "kpub-wei-zhong-bloodletting" ], "部分证伪": [ "kpub-skill-as-carrier" ], "量子理论": [ "kpub-daodejing-ch1-guandao" ], "阴阳": [ "kpub-daodejing-ch1-guandao", "kpub-daodejing-ch2-guandao" ], "集市": [ "kpub-venue-lineage" ], "音义训读": [ "kpub-daodejing-ch1-guandao" ], "首件": [ "kpub-skill-as-carrier" ] }, "entities": { "500k.io": [ "kpub-skill-as-carrier" ], "AI": [ "kpub-trace-seed-awakening" ], "AI 客服": [ "kpub-outdoor-sketch-board-template" ], "AI助手": [ "kpub-hardcore-K" ], "AMP": [ "kpub-agents-md-convergence" ], "API": [ "kpub-outdoor-sketch-board-template" ], "Agensi.io": [ "kpub-skill-as-carrier" ], "Agentic AI Foundation": [ "kpub-agents-md-convergence" ], "Ahrefs": [ "kpub-trace-failures" ], "Answer.AI": [ "kpub-discovery-layer-gap" ], "Anthropic": [ "kpub-agents-md-convergence", "kpub-skill-as-carrier" ], "Bilibili": [ "kpub-live-compliance" ], "Claude Code": [ "kpub-agents-md-convergence", "kpub-discovery-layer-gap" ], "ClaudeBot": [ "kpub-discovery-layer-gap" ], "Cline": [ "kpub-discovery-layer-gap" ], "Cloudflare AutoRAG": [ "kpub-discovery-layer-gap" ], "Codex": [ "kpub-agents-md-convergence" ], "CreatorSkills": [ "kpub-skill-as-carrier" ], "Cursor": [ "kpub-agents-md-convergence", "kpub-discovery-layer-gap", "kpub-skill-as-carrier" ], "E1": [ "kpub-mrs-ev-model" ], "E2": [ "kpub-mrs-ev-model" ], "E3": [ "kpub-mrs-ev-model" ], "FAQPage": [ "kpub-outdoor-sketch-board-template" ], "Forbes": [ "kpub-trace-failures" ], "GPTBot": [ "kpub-discovery-layer-gap" ], "Gary Illyes": [ "kpub-discovery-layer-gap" ], "Gemini CLI": [ "kpub-agents-md-convergence", "kpub-skill-as-carrier" ], "GitHub Copilot": [ "kpub-agents-md-convergence", "kpub-skill-as-carrier" ], "Google Jules": [ "kpub-agents-md-convergence" ], "Google 搜索团队": [ "kpub-discovery-layer-gap" ], "Google-Extended": [ "kpub-discovery-layer-gap" ], "Gumroad": [ "kpub-skill-as-carrier" ], "HowTo": [ "kpub-outdoor-sketch-board-template" ], "Jeremy Howard": [ "kpub-discovery-layer-gap" ], "Journal": [ "kpub-trace-failures" ], "K": [ "kpub-mrs-ev-model", "kpub-trace-seed-awakening" ], "K 层": [ "kpub-trace-failures" ], "K_goods 户外画板模板": [ "kpub-venue-lineage" ], "K_pri": [ "kpub-hardcore-K" ], "K_pri 首件": [ "kpub-venue-lineage" ], "K_pub": [ "kpub-hardcore-K" ], "KissMySkills": [ "kpub-skill-as-carrier" ], "LemonSqueezy": [ "kpub-skill-as-carrier" ], "Linux Foundation": [ "kpub-agents-md-convergence" ], "LocalBusiness": [ "kpub-outdoor-sketch-board-template" ], "M": [ "kpub-mrs-ev-model" ], "MCP": [ "kpub-outdoor-sketch-board-template" ], "MRS-EV": [ "kpub-mrs-ev-model" ], "MRS-EV K 层": [ "kpub-discovery-layer-gap" ], "MRS-EV K_pri": [ "kpub-skill-as-carrier" ], "Maxime Le Morillon": [ "kpub-skill-as-carrier" ], "Mintlify": [ "kpub-discovery-layer-gap" ], "OAI-SearchBot": [ "kpub-discovery-layer-gap" ], "Offer": [ "kpub-outdoor-sketch-board-template" ], "OpenAI": [ "kpub-agents-md-convergence" ], "OpenAI Codex CLI": [ "kpub-skill-as-carrier" ], "PerplexityBot": [ "kpub-discovery-layer-gap" ], "Product": [ "kpub-outdoor-sketch-board-template" ], "PromptBase": [ "kpub-skill-as-carrier" ], "R": [ "kpub-mrs-ev-model" ], "Review": [ "kpub-outdoor-sketch-board-template" ], "S": [ "kpub-mrs-ev-model" ], "SE Ranking": [ "kpub-discovery-layer-gap" ], "Schema.org": [ "kpub-outdoor-sketch-board-template" ], "Shopify": [ "kpub-agents-md-convergence", "kpub-discovery-layer-gap" ], "Skill Creator": [ "kpub-skill-as-carrier" ], "Sourcegraph": [ "kpub-agents-md-convergence" ], "Thariq Shihipar": [ "kpub-agents-md-convergence" ], "Thibault Sottiaux": [ "kpub-agents-md-convergence" ], "Tibo": [ "kpub-agents-md-convergence" ], "UGC": [ "kpub-outdoor-sketch-board-template" ], "UTM": [ "kpub-outdoor-sketch-board-template" ], "VR 集市时代": [ "kpub-venue-lineage" ], "Vault": [ "kpub-mrs-ev-model" ], "Weilian": [ "kpub-skill-as-carrier" ], "Windsurf": [ "kpub-discovery-layer-gap", "kpub-skill-as-carrier" ], "agentskills.io": [ "kpub-skill-as-carrier" ], "deck": [ "kpub-taiji-site" ], "digital.html": [ "kpub-taiji-site" ], "index.json": [ "kpub-venue-lineage" ], "llms.txt": [ "kpub-outdoor-sketch-board-template" ], "robots.txt": [ "kpub-outdoor-sketch-board-template" ], "sitemap.xml": [ "kpub-outdoor-sketch-board-template" ], "taiji.zheng-he.top": [ "kpub-taiji-site" ], "《针灸大成》": [ "kpub-wei-zhong-bloodletting" ], "七次翻车": [ "kpub-skill-as-carrier" ], "三位一体": [ "kpub-trace-seed-awakening" ], "上贤": [ "kpub-daodejing-ch3-guandao" ], "不见可欲": [ "kpub-daodejing-ch3-guandao" ], "东方朔": [ "kpub-daodejing-ch1-guandao" ], "亡为": [ "kpub-daodejing-ch3-guandao" ], "仓颉": [ "kpub-daodejing-yinzi-guandao" ], "伏羲": [ "kpub-daodejing-yinzi-guandao" ], "伯禽": [ "kpub-daodejing-ch3-guandao" ], "使民亡知亡欲": [ "kpub-daodejing-ch3-guandao" ], "信息时代": [ "kpub-two-phase", "kpub-venue-lineage" ], "倪海厦": [ "kpub-wei-zhong-bloodletting" ], "元神": [ "kpub-daodejing-ch4-guandao" ], "关尹子": [ "kpub-daodejing-ch1-guandao", "kpub-daodejing-ch3-guandao" ], "关道": [ "kpub-daodejing-ch1-guandao", "kpub-daodejing-ch2-guandao", "kpub-daodejing-ch5-guandao", "kpub-daodejing-yinzi-guandao" ], "关道版": [ "kpub-daodejing-ch3-guandao", "kpub-daodejing-ch4-guandao" ], "农业时代": [ "kpub-two-phase" ], "冲": [ "kpub-daodejing-ch4-guandao" ], "分合节律": [ "kpub-trace-failures" ], "刘备": [ "kpub-daodejing-ch5-guandao" ], "募兵制": [ "kpub-daodejing-ch3-guandao" ], "医道生活（微信公众号）": [ "kpub-wei-zhong-bloodletting" ], "告子": [ "kpub-daodejing-ch5-guandao" ], "周公": [ "kpub-daodejing-ch3-guandao" ], "周幽王": [ "kpub-daodejing-yinzi-guandao" ], "周武王": [ "kpub-daodejing-ch5-guandao" ], "和光同尘": [ "kpub-daodejing-ch4-guandao" ], "商场": [ "kpub-venue-lineage" ], "商汤": [ "kpub-daodejing-ch5-guandao" ], "喜": [ "kpub-daodejing-ch1-guandao", "kpub-daodejing-yinzi-guandao" ], "国家广播电视总局": [ "kpub-live-compliance" ], "圣人": [ "kpub-daodejing-ch2-guandao" ], "复购": [ "kpub-outdoor-sketch-board-template" ], "夏桀": [ "kpub-daodejing-ch5-guandao" ], "太极模型": [ "kpub-mrs-ev-model" ], "委中穴": [ "kpub-wei-zhong-bloodletting" ], "姜子牙": [ "kpub-daodejing-ch3-guandao" ], "姬朝": [ "kpub-daodejing-yinzi-guandao" ], "姬臼": [ "kpub-daodejing-yinzi-guandao" ], "媅": [ "kpub-daodejing-ch4-guandao" ], "孔子": [ "kpub-daodejing-ch1-guandao", 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], "一虫两象": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "七冲": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "万有引力": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "万法唯识": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "万物之宗": [ "kpub-daodejing-ch4-guandao#s2" ], "万物之母": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "万物之灵": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "万物作而弗始": [ "kpub-daodejing-ch2-guandao#ch2-fuju" ], "万能工具": [ "kpub-daodejing-ch5-guandao#ch5-jielun" ], "万脉之源": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "三位一体": [ "kpub-trace-seed-awakening#a3" ], "三天三夜": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "三层协作栈": [ "kpub-agents-md-convergence#agentsmd-sanceng" ], "三条测试": [ "kpub-skill-as-carrier#shenjing-sunxi" ], "三档定价": [ "kpub-skill-as-carrier#dingjia-dai" ], "三界外": [ "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "三观": [ "kpub-daodejing-ch5-guandao#ch5-zhongyong" ], "上下文地图": [ "kpub-discovery-layer-gap#shui-du-jia-chi" ], "上下文装配": [ "kpub-agents-md-convergence#agentsmd-shishi" ], "上下相亲谓之仁": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "上古无国": [ "kpub-daodejing-yinzi-guandao#yinzi-chaoliu" ], "上帝": [ "kpub-daodejing-ch4-guandao#s8" ], "上帝降雨": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "上游": [ "kpub-trace-seed-awakening#a1" ], "上贤": [ "kpub-daodejing-ch3-guandao#c1" ], "不为": [ "kpub-daodejing-ch3-guandao#c5" ], "不仁之举": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "不优雅": [ "kpub-venue-lineage#menkoufang-duiying" ], "不做交易": [ "kpub-daodejing-ch5-guandao#ch5-tiandi-buren" ], "不去": [ "kpub-daodejing-ch2-guandao#ch2-fuju" ], "不可分割性": [ "kpub-daodejing-ch4-guandao#s1" ], "不同时空": [ "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "不善": [ "kpub-daodejing-ch2-guandao#ch2-jiezhi-shan" ], "不安感": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "不属于准入范围": [ "kpub-live-compliance#yiliao-menkan" ], "不已": [ "kpub-daodejing-ch3-guandao#c5" ], "不干涉": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "不弗之辨": [ "kpub-daodejing-ch3-guandao#c5" ], "不折腾": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "不汩": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "不涉资质": [ "kpub-live-compliance#dui-kpui-juece" ], "不能宣布完成": [ "kpub-discovery-layer-gap#ding-lun" ], "不能转售": [ "kpub-skill-as-carrier#hudun-he-lishi" ], "不见可欲": [ "kpub-daodejing-ch3-guandao#c3" ], "不解渴的水": [ "kpub-daodejing-ch1-guandao#ch1-bubianzhi" ], "不言": [ "kpub-daodejing-ch2-guandao#ch2-buyanzhijiao" ], "不言之教": [ "kpub-daodejing-ch2-guandao#ch2-buyanzhijiao" ], "不需要回报": [ "kpub-daodejing-ch5-guandao#ch5-tiandi-buren" ], "专业资质": [ "kpub-live-compliance#dui-kpui-juece" ], "世易时移": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "东方朔": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "两千余年传本": [ "kpub-daodejing-yinzi-guandao#yinzi-chaoliu" ], "两者同出": [ "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "中位 $7.99": [ "kpub-skill-as-carrier#dingjia-dai" ], "中分阴阳": [ "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "中医": [ "kpub-daodejing-ch5-guandao#ch5-zhongyong" ], "中庸": [ "kpub-daodejing-ch3-guandao#c5" ], "中庸之道": [ "kpub-daodejing-ch5-guandao#ch5-zhongyong" ], "中心": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "中枢神经兴奋": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "中立治理": [ "kpub-agents-md-convergence#agentsmd-budi" ], "中通冲": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "中道之医": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "中间态": [ "kpub-venue-lineage#mentoufang" ], "临床数据": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "丹点": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "丹田": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "为美": [ "kpub-daodejing-ch2-guandao#ch2-tianxiajiezhi" ], "为而弗志": [ "kpub-daodejing-ch2-guandao#ch2-fuju" ], "主一身之表": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "主战场": [ "kpub-venue-lineage#zhanlü-zhongliang" ], "主治医师": [ "kpub-live-compliance#yiliao-menkan" ], "主要特征": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "义": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "义人与不义": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "之为美也": [ "kpub-daodejing-ch2-guandao#ch2-tianxiajiezhi" ], "乐": [ "kpub-daodejing-ch4-guandao#s4" ], "九州": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "九鼎": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "买家不知道的东西": [ "kpub-skill-as-carrier#shenjing-sunxi" ], "买家唯一动作是装不装": [ "kpub-skill-as-carrier#dui-kpri-de-yi" ], "乳房": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "争": [ "kpub-daodejing-ch3-guandao#c1" ], "二年成邑三年成都": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "二次转述": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "云端": [ "kpub-venue-lineage#yiban-yu-sandao" ], "云端服务区": [ "kpub-venue-lineage#zhanlü-zhongliang" ], "互利互惠": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "五层": [ "kpub-hardcore-K#k-goods-2026-10" ], "五老峰": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "五行": [ "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "五行中": [ "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "亙": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "亚当": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "亡": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "亡为": [ "kpub-daodejing-ch3-guandao#c5" ], "亡为而亡不为": [ "kpub-daodejing-ch3-guandao#c5" ], "亡无之辨": [ "kpub-daodejing-ch3-guandao#c5" ], "亡有": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "亡知亡欲": [ "kpub-daodejing-ch3-guandao#c5" ], "交响乐": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "产品": [ "kpub-venue-lineage#zhanlü-zhongliang" ], "产品分发型态": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "人居其一": [ "kpub-daodejing-ch1-guandao#ch1-bubianzhi" ], "人工闸门": [ "kpub-hardcore-K#k-goods-2026-10" ], "人性本善": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "人性本恶": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "人文初祖": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "人格化": [ "kpub-venue-lineage#dui-kbufavorable" ], "人的仪器": [ "kpub-daodejing-yinzi-guandao#yinzi-dao-xuan" ], "人首蛇身": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "仁": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "仁内义外": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "仁德": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "从其俗": [ "kpub-daodejing-ch3-guandao#c4" ], "仓颉造字": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "代天立言": [ "kpub-daodejing-ch4-guandao#s8" ], "代替": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "代码可验证": [ "kpub-agents-md-convergence#agentsmd-tibo" ], "代运营 永久封禁": [ "kpub-live-compliance#chubi-jixian" ], "令狐冲": [ "kpub-daodejing-ch4-guandao#s1" ], "以妄为常": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong" ], "以德教": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "以有推有": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "以有道伐无道": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "以武入道": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "以臣弑君": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "以道教": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "以道解经": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "价值观导向": [ "kpub-daodejing-ch3-guandao#c2", "kpub-daodejing-ch3-guandao#c3" ], "价格分层对应质量分层": [ "kpub-skill-as-carrier#dingjia-dai" ], "价签字段": [ "kpub-venue-lineage#kpri-xingtao" ], "价签结构要改": [ "kpub-skill-as-carrier#dui-kpri-de-yi" ], "任盈盈": [ "kpub-daodejing-ch4-guandao#s1" ], "任脉": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "伏羲": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "伏羲女娲": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "众眇之门": [ "kpub-daodejing-ch1-guandao#ch1-sanbanben", "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "优化错误的东西": [ "kpub-skill-as-carrier#fenfa-xian-yu-pin" ], "会": [ "kpub-daodejing-ch4-guandao#s5" ], "传播链": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "传统文化复兴": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "传音命名": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "伯禽": [ "kpub-daodejing-ch3-guandao#c4" ], "似或存": [ "kpub-daodejing-ch4-guandao#s7" ], "低 token 索引": [ "kpub-discovery-layer-gap#shui-du-jia-chi" ], "体外用药": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "使乎知不敢": [ "kpub-daodejing-ch3-guandao#c5" ], "使民亡知亡欲": [ "kpub-daodejing-ch3-guandao#c5" ], "使民心一": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "使民心亲": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "使民心变": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "使民心竞": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "俊": [ "kpub-daodejing-ch4-guandao#s8" ], "俞": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "俞出": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "信任为零": [ "kpub-venue-lineage#tuixin-yizhao" ], "信任基础设施": [ "kpub-venue-lineage#tuixin-yizhao" ], "信任层": [ "kpub-hardcore-K#k-goods-2026-10" ], "信任层级不对称": [ "kpub-agents-md-convergence#agentsmd-tibo" ], "信任来源": [ "kpub-venue-lineage#tuixin-yizhao" ], "信息时代": [ "kpub-venue-lineage#yiban-yu-sandao" ], "修真": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "俺懂啥": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "倪海厦": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "假乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "假绿灯": [ "kpub-trace-failures#t3" ], "偏颇心": [ "kpub-daodejing-ch2-guandao#ch2-liangzhongshengren" ], "停止": [ "kpub-daodejing-ch2-guandao#ch2-tianxiajiezhi" ], "健康科普类直播": [ "kpub-live-compliance#yiliao-menkan" ], "元神": [ "kpub-daodejing-ch4-guandao#s4" ], "先后相随": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "光": [ "kpub-daodejing-ch4-guandao#s4" ], "免疫介导": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "免费信息": [ "kpub-venue-lineage#fanzhong-jie" ], "免费数据标注": [ "kpub-skill-as-carrier#xia-liao-pan-duan" ], "入世": [ "kpub-daodejing-ch4-guandao#s5", "kpub-daodejing-ch5-guandao#ch5-daojing" ], "入口": [ "kpub-trace-seed-awakening#a2" ], "入场顺序": [ "kpub-trace-seed-awakening#a4" ], "入门": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "全人类经典": [ "kpub-daodejing-yinzi-guandao#yinzi-chaoliu" ], "全球通言": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "公共词汇": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "公立三甲": [ "kpub-live-compliance#yiliao-menkan" ], "公立三甲例外": [ "kpub-live-compliance#daihuo-jiemo" ], "关令尹喜": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "关口": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "关尹子": [ "kpub-daodejing-ch3-guandao#c6" ], "关窍": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "关道": [ "kpub-daodejing-ch3-guandao#c6" ], "关道版": [ "kpub-daodejing-ch1-guandao#ch1-sanbanben", "kpub-daodejing-ch2-guandao#ch2-sanbanben", "kpub-daodejing-ch3-guandao#c0", "kpub-daodejing-ch4-guandao#s0", "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "关键点": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "兵家": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "兵马俑": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "其": [ "kpub-daodejing-ch4-guandao#s3" ], "其猷囮篧与": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "其身正不令而行": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "其鸣自叫": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "具体断言": [ "kpub-venue-lineage#kpri-xingtao" ], "养肺润燥": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "兼济天下": [ "kpub-daodejing-ch4-guandao#s5", "kpub-daodejing-ch4-guandao#s6" ], "兼顾四方": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "兽于中": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben", "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "兽通守": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "内乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "内变": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "内在本质": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "内在美": [ "kpub-daodejing-ch2-guandao#ch2-meishan" ], "内容形态": [ "kpub-trace-failures#t2" ], "内容管理系统": [ "kpub-discovery-layer-gap#women-de-que-que" ], "再建天地": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "写成规则": [ "kpub-skill-as-carrier#shenjing-sunxi" ], "农业时代": [ "kpub-venue-lineage#yiban-yu-sandao" ], "冥想": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "冲": [ "kpub-daodejing-ch4-guandao#s1" ], "冲脉": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "准入文件": [ "kpub-discovery-layer-gap#jiancecha-luokuo" ], "出世": [ "kpub-daodejing-ch4-guandao#s5", "kpub-daodejing-ch5-guandao#ch5-daojing" ], "出世入世": [ "kpub-daodejing-ch3-guandao#c6" ], "出口": [ "kpub-trace-seed-awakening#a2" ], "出汗": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "出路": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi" ], "函谷关": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "分发先于产品": [ "kpub-skill-as-carrier#fenfa-xian-yu-pin" ], "分发渠道空窗": [ "kpub-skill-as-carrier#hudun-he-lishi" ], "分合节律": [ "kpub-trace-failures#t1" ], "刍灵": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "刍灵成精": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "刍物": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "刍物祭祀": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "刍狗": [ "kpub-daodejing-ch5-guandao#ch5-chugou", "kpub-daodejing-ch5-guandao#ch5-ren" ], "刘备": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "刘恒": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "则无不治": [ "kpub-daodejing-ch3-guandao#c5" ], "利器": [ "kpub-daodejing-ch5-guandao#ch5-jielun" ], "利润": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "刺血": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "刻意": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "刻意装扮": [ "kpub-daodejing-ch2-guandao#ch2-tianxiajiezhi" ], "前殿": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "加密疙瘩": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "动态": [ "kpub-trace-failures#t1" ], "动态工具调用": [ "kpub-agents-md-convergence#agentsmd-sanceng" ], "动而愈出": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "募兵制": [ "kpub-daodejing-ch3-guandao#c4" ], "包治": [ "kpub-live-compliance#chubi-jixian" ], "化境": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "化生育化": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "医学教授 定向邀请": [ "kpub-live-compliance#yiliao-menkan" ], "医学科研人员": [ "kpub-live-compliance#yiliao-menkan" ], "医疗操作": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "医疗类账号带货": [ "kpub-live-compliance#daihuo-jiemo" ], "医道生活": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "千心": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "升级后需验证": [ "kpub-agents-md-convergence#agentsmd-xianzhi" ], "华乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "单吊线": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "单用户许可": [ "kpub-skill-as-carrier#hudun-he-lishi" ], "卜口": [ "kpub-daodejing-ch1-guandao#ch1-daokedao" ], "占卜": [ "kpub-daodejing-ch1-guandao#ch1-daokedao" ], "卵胞": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "厚此薄彼": [ "kpub-daodejing-ch2-guandao#ch2-liangzhongshengren" ], "原始出处": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "原料": [ "kpub-venue-lineage#zhanlü-zhongliang" ], "双份维护": [ "kpub-agents-md-convergence#agentsmd-fengxian" ], "双入口": [ "kpub-venue-lineage#menkoufang-duiying" ], "反查表": [ "kpub-venue-lineage#fanzhong-jie" ], "反问句强肯定": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "反面边界": [ "kpub-venue-lineage#kpri-xingtao" ], "发展规律": [ "kpub-daodejing-ch2-guandao#ch2-wangcai" ], "发现层": [ "kpub-discovery-layer-gap#chufa-xiangjian", "kpub-hardcore-K#k-goods-2026-10" ], "发现层重心": [ "kpub-discovery-layer-gap#ding-lun" ], "受众只能靠人攒": [ "kpub-skill-as-carrier#dui-kpri-de-yi" ], "受众才是资产": [ "kpub-skill-as-carrier#fenfa-xian-yu-pin" ], "受众是唯一缺口": [ "kpub-skill-as-carrier#dui-kpri-de-yi" ], "口口相传": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "另一套法则": [ "kpub-daodejing-ch5-guandao#ch5-tiandi-buren" ], "叫卖": [ "kpub-venue-lineage#dui-kbufavorable" ], "可": [ "kpub-daodejing-ch1-guandao#ch1-daokedao" ], "可传而不可授": [ "kpub-daodejing-yinzi-guandao#yinzi-dao-xuan" ], "可复制性": [ "kpub-skill-as-carrier#hudun-he-lishi" ], "可复用能力": [ "kpub-agents-md-convergence#agentsmd-sanceng" ], "可得而不可知": [ "kpub-daodejing-yinzi-guandao#yinzi-dao-xuan" ], "可欲": [ "kpub-daodejing-ch3-guandao#c3" ], "可被整段搬走的句子": [ "kpub-venue-lineage#dui-kbufavorable" ], "可解析的站点": [ "kpub-discovery-layer-gap#ding-lun" ], "可证伪性": [ "kpub-hardcore-K#k-goods-2026-10" ], "可迁移规律": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "可道": [ "kpub-daodejing-ch1-guandao#ch1-daokedao" ], "可预测落点": [ "kpub-agents-md-convergence#agentsmd-sanceng" ], "可验证的不确定性": [ "kpub-hardcore-K#k-goods-2026-10" ], "合法性": [ "kpub-daodejing-yinzi-guandao#yinzi-daochu" ], "合穴": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "合规按内容风险设": [ "kpub-live-compliance#falv-jiemo" ], "合规策略": [ "kpub-agents-md-convergence#agentsmd-fengxian" ], "合道之术": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "同": [ "kpub-daodejing-ch4-guandao#s5" ], "同一事物": [ "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "同一种病": [ "kpub-discovery-layer-gap#jiancecha-luokuo" ], "同其尘": [ "kpub-daodejing-ch4-guandao#s5" ], "同构": [ "kpub-venue-lineage#menkoufang-duiying" ], "同行评议": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "名": [ "kpub-daodejing-ch1-guandao#ch1-damingzi", "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "名位": [ "kpub-daodejing-ch3-guandao#c1" ], "名利": [ "kpub-daodejing-ch3-guandao#c2" ], "名状": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "后宫": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "吾师道也": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "告子": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "周公": [ "kpub-daodejing-ch3-guandao#c4" ], "周太卜": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "周幽王": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "周武王": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "周礼": [ "kpub-daodejing-ch4-guandao#s5" ], "周行妥善": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "呵": [ "kpub-daodejing-ch4-guandao#s2" ], "呼吸心跳": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "命名": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "命名权": [ "kpub-agents-md-convergence#agentsmd-budi" ], "和于术数": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "和其光": [ "kpub-daodejing-ch4-guandao#s4" ], "品牌担保": [ "kpub-venue-lineage#tuixin-yizhao" ], "唐僧": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "唯识宗": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "商品信息分享": [ "kpub-live-compliance#daihuo-jiemo" ], "商品详情页型": [ "kpub-venue-lineage#kpri-xingtao" ], "商场": [ "kpub-venue-lineage#yiban-yu-sandao" ], "商场货架搬到线上": [ "kpub-venue-lineage#dui-kbufavorable" ], "商汤": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "善": [ "kpub-daodejing-ch2-guandao#ch2-meishan" ], "善哉": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "善恶一体论": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "喜": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "喜乐": [ "kpub-daodejing-ch4-guandao#s4" ], "喜的家族": [ "kpub-daodejing-yinzi-guandao#yinzi-chaoliu" ], "器实曰用": [ "kpub-daodejing-ch4-guandao#s1" ], "噪声而非信号": [ "kpub-discovery-layer-gap#lujianshu-shiji" ], "回填": [ "kpub-trace-seed-awakening#a3" ], "回报": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "回退": [ "kpub-agents-md-convergence#agentsmd-shishi", "kpub-agents-md-convergence#agentsmd-xianzhi" ], "回退式兼容": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "囟内九宫": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "因果": [ "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "囮": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "固定规律": [ "kpub-daodejing-ch2-guandao#ch2-fuju" ], "固定配方": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "图书": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "图画": [ "kpub-daodejing-yinzi-guandao#yinzi-jiesheng" ], "图腾": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "土地": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "圣人": [ "kpub-daodejing-ch2-guandao#ch2-liangzhongshengren" ], "圣人不仁": [ "kpub-daodejing-ch5-guandao#ch5-tiandi-buren" ], "圣人才配命名": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "圣光重启": [ "kpub-daodejing-yinzi-guandao#yinzi-yinhe" ], "在职医师": [ "kpub-live-compliance#yiliao-menkan" ], "在职护士": [ "kpub-live-compliance#yiliao-menkan" ], "在职证明 30 日": [ "kpub-live-compliance#yiliao-menkan" ], "地段": [ "kpub-venue-lineage#fanzhong-jie" ], "地道圣人": [ "kpub-daodejing-ch2-guandao#ch2-liangzhongshengren" ], "坤阴之道": [ "kpub-daodejing-ch3-guandao#c0" ], "垂直专家编码": [ "kpub-skill-as-carrier#dingjia-dai" ], "垂直专家编码档": [ "kpub-skill-as-carrier#xia-liao-pan-duan" ], "域中有四大": [ "kpub-daodejing-ch1-guandao#ch1-bubianzhi" ], "境外奇穴": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "声": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "夋": [ "kpub-daodejing-ch4-guandao#s8" ], "复利": [ "kpub-trace-seed-awakening#a3" ], "复核节奏": [ "kpub-hardcore-K#k-goods-2026-10" ], "夏桀": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "外乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "外在美": [ "kpub-daodejing-ch2-guandao#ch2-meishan" ], "外用糖皮质激素": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "多言": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "多闻": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben", "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "大": [ "kpub-daodejing-ch1-guandao#ch1-damingzi" ], "大义凛然": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "大巫": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong" ], "大毁灭": [ "kpub-daodejing-ch2-guandao#ch2-liangzhongshengren" ], "大禹": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "大道": [ "kpub-daodejing-ch1-guandao#ch1-damingzi" ], "大道无形": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "大道既隐": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "大雁塔": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "天下": [ "kpub-daodejing-yinzi-guandao#yinzi-chaoliu" ], "天下大同": [ "kpub-daodejing-ch3-guandao#c4" ], "天下的原则": [ "kpub-daodejing-yinzi-guandao#yinzi-chaoliu" ], "天下皆知美": [ "kpub-daodejing-ch2-guandao#ch2-tianxiajiezhi" ], "天圆地方": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "天地不仁": [ "kpub-daodejing-ch5-guandao#ch5-tiandi-buren" ], "天地之始": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "天地灵气": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "天垂象": [ "kpub-daodejing-yinzi-guandao#yinzi-daochu" ], "天子": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "天子失道": [ "kpub-daodejing-yinzi-guandao#yinzi-daochu" ], "天子改皇帝": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "天索易": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "天网恢恢疏而不失": [ "kpub-daodejing-ch5-guandao#ch5-xuerbuhu" ], "天罗地网": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "天道不变": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "天道传承": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong" ], "天道信物": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "天道圣人": [ "kpub-daodejing-ch2-guandao#ch2-liangzhongshengren" ], "太极两分": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "太溪": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "夸大养生功效": [ "kpub-live-compliance#chubi-jixian" ], "奉献自己": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "奔楚": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "女子亡才便是德": [ "kpub-daodejing-ch2-guandao#ch2-wangcai" ], "女子无才便是德": [ "kpub-daodejing-ch2-guandao#ch2-wangcai" ], "如来": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "妄为": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "妙": [ "kpub-daodejing-ch1-guandao#ch1-sanbanben" ], "妙有真源": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou", "kpub-daodejing-yinzi-guandao#yinzi-daochu" ], "妥善": [ "kpub-daodejing-ch2-guandao#ch2-jiezhi-shan" ], "始": [ "kpub-daodejing-ch4-guandao#s2" ], "始母宗先": [ "kpub-daodejing-ch4-guandao#s8" ], "姓名学": [ "kpub-daodejing-ch1-guandao#ch1-damingzi" ], "委中": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "委中穴": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "姜子牙": [ "kpub-daodejing-ch3-guandao#c4" ], "姬朝": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "姬臼": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "媅": [ "kpub-daodejing-ch4-guandao#s6" ], "孔子": [ "kpub-daodejing-ch5-guandao#ch5-zhongyong", "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "孔门名高实秕糠": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "字": [ "kpub-daodejing-ch1-guandao#ch1-damingzi" ], "字里阴阳": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "孙乾": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "孤阳不生": [ "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "孤阳不长": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "孤阴不生": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "学富五车": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "宇宙平衡": [ "kpub-daodejing-ch2-guandao#ch2-liangzhongshengren" ], "宇宙都城": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "守中的积极意义": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi" ], "守于中": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "安分守己": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi" ], "完备": [ "kpub-daodejing-ch1-guandao#ch1-hengchang", "kpub-daodejing-ch2-guandao#ch2-liudui" ], "宗": [ "kpub-daodejing-ch4-guandao#s2" ], "宗庙": [ "kpub-daodejing-ch4-guandao#s2" ], "官方认可": [ "kpub-discovery-layer-gap#women-de-que-que" ], "实其腹": [ "kpub-daodejing-ch3-guandao#c4" ], "实名认证": [ "kpub-live-compliance#nianling-menkan" ], "审美标准": [ "kpub-daodejing-ch2-guandao#ch2-meishan" ], "客服与私信关闭": [ "kpub-live-compliance#daihuo-jiemo" ], "家天下": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "容易": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "寒号鸟": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "对照组": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "对错判断": [ "kpub-daodejing-ch2-guandao#ch2-buyanzhijiao" ], "封闭式结论": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi" ], "将心比心": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "尊称": [ "kpub-daodejing-ch1-guandao#ch1-damingzi" ], "小动物": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "小红书 5000 粉": [ "kpub-live-compliance#nianling-menkan" ], "少典": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "少昊": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "尧": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "就近原则": [ "kpub-agents-md-convergence#agentsmd-guifan" ], "尹": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "居": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "履约层": [ "kpub-hardcore-K#k-goods-2026-10" ], "山海经": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "山药": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "岐伯": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong", "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "嵌套 AGENTS.md": [ "kpub-agents-md-convergence#agentsmd-guifan" ], "嵌套指令": [ "kpub-agents-md-convergence#agentsmd-fengxian" ], "工业时代": [ "kpub-venue-lineage#yiban-yu-sandao" ], "左阳右阴": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "已": [ "kpub-daodejing-ch2-guandao#ch2-tianxiajiezhi" ], "布局": [ "kpub-trace-failures#t4" ], "布谷": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "师寻徒三年": [ "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "帛书版": [ "kpub-daodejing-ch1-guandao#ch1-sanbanben", "kpub-daodejing-ch2-guandao#ch2-sanbanben", "kpub-daodejing-ch3-guandao#c0", "kpub-daodejing-ch4-guandao#s0", "kpub-daodejing-ch5-guandao#ch5-sanbanben", "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "帝": [ "kpub-daodejing-ch4-guandao#s8", "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "带货直播": [ "kpub-live-compliance#nianling-menkan" ], "常": [ "kpub-daodejing-ch1-guandao#ch1-hengchang", "kpub-daodejing-ch1-guandao#ch1-sanbanben" ], "并存": [ "kpub-venue-lineage#yiban-yu-sandao" ], "庄子": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "建议不被索引": [ "kpub-discovery-layer-gap#women-de-que-que" ], "开发者文档": [ "kpub-discovery-layer-gap#women-de-que-que" ], "开播前可先播": [ "kpub-live-compliance#nianling-menkan" ], "开放式结论": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi" ], "开放的大模型": [ "kpub-daodejing-ch5-guandao#ch5-jielun" ], "异名同谓": [ "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "引用概率": [ "kpub-discovery-layer-gap#lujianshu-shiji" ], "弗为": [ "kpub-daodejing-ch3-guandao#c5" ], "弗始": [ "kpub-daodejing-ch2-guandao#ch2-sanbanben" ], "弗居": [ "kpub-daodejing-ch2-guandao#ch2-fuju", "kpub-daodejing-ch2-guandao#ch2-sanbanben" ], "弗志": [ "kpub-daodejing-ch2-guandao#ch2-sanbanben" ], "弗毋": [ "kpub-daodejing-ch3-guandao#c1" ], "张老三": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "弱其志": [ "kpub-daodejing-ch3-guandao#c4" ], "强为之名": [ "kpub-daodejing-ch1-guandao#ch1-damingzi" ], "强兵毋用": [ "kpub-daodejing-ch3-guandao#c4" ], "强其骨": [ "kpub-daodejing-ch3-guandao#c4" ], "强曰为道": [ "kpub-daodejing-yinzi-guandao#yinzi-daochu" ], "强求一致": [ "kpub-daodejing-ch2-guandao#ch2-tianxiajiezhi" ], "归藏易": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "彖": [ "kpub-daodejing-ch4-guandao#s8" ], "彖辞": [ "kpub-daodejing-ch4-guandao#s8" ], "形态即策略": [ "kpub-venue-lineage#kpri-xingtao" ], "形态已通": [ "kpub-live-compliance#dui-kpui-juece" ], "形而下": [ "kpub-daodejing-ch4-guandao#s3" ], "役物而不役于物": [ "kpub-daodejing-ch4-guandao#s4" ], "征兵制": [ "kpub-daodejing-ch3-guandao#c4" ], "徐庶": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "徒寻师三年": [ "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "得阳则生": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "得阴则藏": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "德治": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "德经": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "徼": [ "kpub-daodejing-ch1-guandao#ch1-sanbanben" ], "心乱": [ "kpub-daodejing-ch3-guandao#c3" ], "心安": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "心安理得": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "心死": [ "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "心证": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "忘我": [ "kpub-daodejing-ch1-guandao#ch1-wuwo", "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "快手 18 周岁": [ "kpub-live-compliance#nianling-menkan" ], "怀孕": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "怎么判断我是不是在吹": [ "kpub-venue-lineage#kpri-xingtao" ], "思想的革命": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "恒": [ "kpub-daodejing-ch1-guandao#ch1-hengchang", "kpub-daodejing-ch1-guandao#ch1-sanbanben", "kpub-daodejing-ch2-guandao#ch2-liudui", "kpub-daodejing-ch3-guandao#c4" ], "恒无": [ "kpub-daodejing-ch1-guandao#ch1-guye" ], "恒有": [ "kpub-daodejing-ch1-guandao#ch1-guye" ], "恶": [ "kpub-daodejing-ch2-guandao#ch2-tianxiajiezhi" ], "恶矣": [ "kpub-daodejing-ch2-guandao#ch2-sanbanben" ], "情感绑架": [ "kpub-live-compliance#chubi-jixian" ], "情绪压力": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "惬意": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "想象与现实": [ "kpub-daodejing-ch1-guandao#ch1-bubianzhi" ], "意乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "意守": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "愚民思想": [ "kpub-daodejing-ch3-guandao#c6" ], "慌张急迫": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "慧能": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "成交层": [ "kpub-hardcore-K#k-goods-2026-10" ], "成法": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "成而弗居": [ "kpub-daodejing-ch2-guandao#ch2-fuju" ], "成药": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "战略牛市": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "户外画板": [ "kpub-hardcore-K#k-goods-2026-10" ], "房地产": [ "kpub-venue-lineage#yiban-yu-sandao" ], "才高八斗": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "执业医师资格证": [ "kpub-live-compliance#yiliao-menkan" ], "执中用两": [ "kpub-daodejing-ch5-guandao#ch5-zhongyong" ], "执天行": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "承载物": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "技术约束 vs 合同约束": [ "kpub-skill-as-carrier#hudun-he-lishi" ], "投票已经结束": [ "kpub-skill-as-carrier#dui-kpri-de-yi" ], "投资": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "折叠": [ "kpub-trace-failures#t4" ], "护城河三处": [ "kpub-skill-as-carrier#hudun-he-lishi" ], "抽象与实现脱节": [ "kpub-discovery-layer-gap#jiancecha-luokuo" ], "抽象符号": [ "kpub-daodejing-yinzi-guandao#yinzi-jiesheng" ], "拍打": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "拔罐": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "持续更新的私有知识": [ "kpub-skill-as-carrier#hudun-he-lishi" ], "指标清单": [ "kpub-discovery-layer-gap#ding-lun" ], "捕鱼篓": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "捕鸟网": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "排他权": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "排毒": [ "kpub-live-compliance#chubi-jixian" ], "接住流量": [ "kpub-venue-lineage#menkoufang-duiying" ], "接单": [ "kpub-venue-lineage#mentoufang" ], "控制点": [ "kpub-agents-md-convergence#agentsmd-fengxian" ], "握手": [ "kpub-agents-md-convergence#agentsmd-tibo" ], "搦": [ "kpub-daodejing-ch3-guandao#c4" ], "摊位感": [ "kpub-venue-lineage#dui-kbufavorable" ], "放血针": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "政策分开两件事": [ "kpub-live-compliance#daihuo-jiemo" ], "教统治者": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "敢": [ "kpub-daodejing-ch3-guandao#c5" ], "数": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "数字时代": [ "kpub-venue-lineage#yiban-yu-sandao" ], "数据出处": [ "kpub-trace-failures#t5" ], "数据层": [ "kpub-hardcore-K#k-goods-2026-10" ], "整段搬走": [ "kpub-venue-lineage#menkoufang-duiying" ], "文东武西": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "文件名+安装路径+触发描述": [ "kpub-skill-as-carrier#dui-kpri-de-yi" ], "文始真人": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "文始真经": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "斯": [ "kpub-daodejing-ch2-guandao#ch2-jiezhi-shan" ], "斯不善矣": [ "kpub-daodejing-ch2-guandao#ch2-sanbanben" ], "方便法门": [ "kpub-daodejing-ch1-guandao#ch1-damingzi" ], "方法/工具类": [ "kpub-live-compliance#dui-kpui-juece" ], "方言": [ "kpub-daodejing-yinzi-guandao#yinzi-jiesheng" ], "无": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "无为": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei", "kpub-daodejing-ch3-guandao#c5" ], "无偏私": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "无厂商锁定": [ "kpub-skill-as-carrier#biaozhun-yijiu" ], "无常亡": [ "kpub-daodejing-ch3-guandao#c1" ], "无往而不利": [ "kpub-daodejing-ch5-guandao#ch5-jielun" ], "无必填字段": [ "kpub-agents-md-convergence#agentsmd-guifan" ], "无我": [ "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "无新增主张": [ "kpub-discovery-layer-gap#jiao-xun-luo-di" ], "无日志无警告": [ "kpub-agents-md-convergence#agentsmd-xianzhi" ], "无极混沌": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "无源之水": [ "kpub-trace-seed-awakening#a1" ], "无能为力": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "无限接近": [ "kpub-daodejing-ch1-guandao#ch1-daokedao" ], "既有的经验": [ "kpub-daodejing-ch2-guandao#ch2-fuju" ], "日精月华": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "时效": [ "kpub-hardcore-K#k-goods-2026-10" ], "时效标记": [ "kpub-venue-lineage#fanzhong-jie" ], "明民愚之": [ "kpub-daodejing-ch3-guandao#c6" ], "明物质": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "明码标价": [ "kpub-venue-lineage#tuixin-yizhao" ], "易变": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "易学": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "星书斗文": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "显而易见": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "普通直播": [ "kpub-live-compliance#nianling-menkan", "kpub-live-compliance#pinfa-xingbiao" ], "智者": [ "kpub-daodejing-ch3-guandao#c5" ], "暂时隐藏": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "暗物质": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "曒": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "最后一个方向": [ "kpub-skill-as-carrier#dui-kpri-de-yi" ], "最大消费方": [ "kpub-discovery-layer-gap#women-de-que-que" ], "最小启动包": [ "kpub-hardcore-K#k-goods-2026-10" ], "月亮": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "有": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "有为": [ "kpub-daodejing-ch3-guandao#c5" ], "有创操作": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "有名字的活儿": [ "kpub-skill-as-carrier#shenjing-sunxi" ], "有断言有边界": [ "kpub-live-compliance#dui-kpui-juece" ], "有无": [ "kpub-daodejing-ch4-guandao#s1" ], "有无相生": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "有术无道": [ "kpub-daodejing-ch2-guandao#ch2-wangcai" ], "有物䖵成": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "有物混成": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "有道无术": [ "kpub-daodejing-ch2-guandao#ch2-wangcai" ], "木兰辞": [ "kpub-daodejing-ch3-guandao#c4" ], "未成年人保护法 第七十六条": [ "kpub-live-compliance#falv-jiemo" ], "未成年人直播时长限制": [ "kpub-live-compliance#nianling-menkan" ], "未病已病": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "未知": [ "kpub-daodejing-ch1-guandao#ch1-bubianzhi" ], "未经验证的偏方古方": [ "kpub-live-compliance#chubi-jixian" ], "本元": [ "kpub-daodejing-ch1-guandao#ch1-daokedao" ], "本来面目": [ "kpub-daodejing-ch3-guandao#c6" ], "本源动力": [ "kpub-daodejing-ch1-guandao#ch1-guye" ], "术": [ "kpub-daodejing-ch3-guandao#c0" ], "李世民": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "束于教": [ "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "来自星星的你": [ "kpub-daodejing-yinzi-guandao#yinzi-yinhe" ], "极乐": [ "kpub-daodejing-ch4-guandao#s4" ], "析": [ "kpub-daodejing-ch2-guandao#ch2-jiezhi-shan" ], "查无用眇": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "标准之争": [ "kpub-agents-md-convergence#agentsmd-budi" ], "标准化残余": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "标准说教": [ "kpub-daodejing-ch2-guandao#ch2-buyanzhijiao" ], "标识": [ "kpub-daodejing-ch2-guandao#ch2-fuju" ], "核实": [ "kpub-trace-failures#t5" ], "根除": [ "kpub-live-compliance#chubi-jixian" ], "格式可移植": [ "kpub-agents-md-convergence#agentsmd-guilv", "kpub-agents-md-convergence#agentsmd-xianzhi" ], "梨": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "检索分类": [ "kpub-daodejing-yinzi-guandao#yinzi-jiesheng" ], "概率游戏": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "橐龠": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi", "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "欧阳修": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "欲": [ "kpub-daodejing-ch3-guandao#c3", "kpub-daodejing-ch3-guandao#c4" ], "欲乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "欲壑难填": [ "kpub-daodejing-ch1-guandao#ch1-bubianzhi" ], "欲望": [ "kpub-daodejing-ch1-guandao#ch1-guye" ], "歌": [ "kpub-daodejing-ch1-guandao#ch1-daokedao" ], "止于术": [ "kpub-daodejing-ch2-guandao#ch2-wangcai" ], "正反馈": [ "kpub-trace-seed-awakening#a3" ], "正名百物": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "正念": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "此其": [ "kpub-daodejing-ch2-guandao#ch2-jiezhi-shan", "kpub-daodejing-ch2-guandao#ch2-sanbanben" ], "殷纣王": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "毋用": [ "kpub-daodejing-ch3-guandao#c1" ], "母": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "毒有出路": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "毛泽东": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "民俗": [ "kpub-daodejing-yinzi-guandao#yinzi-yinhe" ], "民心不乱": [ "kpub-daodejing-ch3-guandao#c3" ], "气味": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "气机郁滞": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "气血": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "求同存异": [ "kpub-daodejing-ch3-guandao#c4" ], "汉": [ "kpub-daodejing-yinzi-guandao#yinzi-yinhe" ], "汉唐中医": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "汉族": [ "kpub-daodejing-yinzi-guandao#yinzi-yinhe" ], "汉武帝": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "池中鱼": [ "kpub-daodejing-ch5-guandao#ch5-xuerbuhu" ], "汤武革命": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "沟壑": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "河": [ "kpub-daodejing-yinzi-guandao#yinzi-yinhe" ], "河上公版": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "河图": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "河汉": [ "kpub-daodejing-yinzi-guandao#yinzi-yinhe" ], "河车空转": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "治本": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "治标": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "治标治本": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong" ], "治疗疾病效果": [ "kpub-live-compliance#chubi-jixian" ], "法于阴阳": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "法治": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "泥丸": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "泥丸宫": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "注意力": [ "kpub-venue-lineage#fanzhong-jie" ], "洛书河图": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "津液": [ "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "流通": [ "kpub-discovery-layer-gap#chufa-xiangjian", "kpub-trace-seed-awakening#a1" ], "流通端资产": [ "kpub-trace-seed-awakening#a2" ], "流量包": [ "kpub-live-compliance#daihuo-jiemo" ], "浩浩怀山襄陵": [ "kpub-daodejing-yinzi-guandao#yinzi-yaoshunyu" ], "清水浊水": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "渊": [ "kpub-daodejing-ch4-guandao#s1" ], "渐进式披露": [ "kpub-agents-md-convergence#agentsmd-guifan", "kpub-skill-as-carrier#biaozhun-yijiu" ], "湛": [ "kpub-daodejing-ch4-guandao#s6" ], "湿气": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "湿热": [ "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "湿疹": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "满": [ "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "满月": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "演化": [ "kpub-venue-lineage#zhanlü-zhongliang" ], "激素药膏": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "火罐": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "灭巫": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong" ], "灵光": [ "kpub-daodejing-ch4-guandao#s4" ], "灵性": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "炼化": [ "kpub-discovery-layer-gap#chufa-xiangjian", "kpub-trace-seed-awakening#a1" ], "炼化炉": [ "kpub-trace-seed-awakening#a1" ], "炼化端种子": [ "kpub-trace-seed-awakening#a2" ], "焦海": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "然谷": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "熟脸": [ "kpub-venue-lineage#tuixin-yizhao" ], "爬虫": [ "kpub-discovery-layer-gap#jiancecha-luokuo" ], "爻": [ "kpub-daodejing-ch1-guandao#ch1-guye" ], "牛熊转换": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "牛皮癣": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "牛顿": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "物以稀为贵": [ "kpub-daodejing-ch3-guandao#c2" ], "物固有形": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "物理在场": [ "kpub-venue-lineage#tuixin-yizhao" ], "物适其性": [ "kpub-daodejing-ch3-guandao#c4" ], "特应性皮炎": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "状态": [ "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "狗叫": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "独善其身": [ "kpub-daodejing-ch4-guandao#s6" ], "独木舟": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "独阴不长": [ "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "狭小洞穴": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "献祭者": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "猷": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "猷囮篧": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "玄": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "玄之有玄": [ "kpub-daodejing-ch1-guandao#ch1-sanbanben", "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "玄关": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "玄奘": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "玄的层面": [ "kpub-daodejing-yinzi-guandao#yinzi-dao-xuan" ], "王": [ "kpub-daodejing-ch4-guandao#s8" ], "王安石": [ "kpub-daodejing-ch4-guandao#s8" ], "王弼": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "现成反证": [ "kpub-venue-lineage#kpri-xingtao" ], "理法方药": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "甜腻": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "生冷": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "生命力": [ "kpub-venue-lineage#mentoufang" ], "生态位": [ "kpub-agents-md-convergence#agentsmd-budi" ], "生态位重分配": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "生祭": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "用": [ "kpub-daodejing-ch4-guandao#s1" ], "用剑者必被剑所伤": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "用户指令覆盖一切": [ "kpub-agents-md-convergence#agentsmd-guifan" ], "用贤": [ "kpub-daodejing-ch3-guandao#c1" ], "画作颜料": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "疗效证据": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "病名错位": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "病机": [ "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "瘀血": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "白帝": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "白白得来白白舍去": [ "kpub-daodejing-yinzi-guandao#yinzi-chaoliu" ], "百合": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "皆知善": [ "kpub-daodejing-ch2-guandao#ch2-jiezhi-shan" ], "皇": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "皇城": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "皇天无亲惟德是辅": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "皦": [ "kpub-daodejing-ch1-guandao#ch1-sanbanben" ], "盈": [ "kpub-daodejing-ch4-guandao#s1" ], "监护人同意": [ "kpub-live-compliance#falv-jiemo", "kpub-live-compliance#pinfa-xingbiao" ], "监护人在场监督": [ "kpub-live-compliance#falv-jiemo" ], "盗": [ "kpub-daodejing-ch3-guandao#c2" ], "直接抽取播报": [ "kpub-discovery-layer-gap#jiao-xun-luo-di" ], "直播间": [ "kpub-venue-lineage#yiban-yu-sandao" ], "直播间型": [ "kpub-venue-lineage#kpri-xingtao" ], "相位": [ "kpub-trace-failures#t1" ], "相对概念": [ "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "眇": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao", "kpub-daodejing-ch1-guandao#ch1-sanbanben" ], "眇一目": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "真乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "真仙": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "真假": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "真气": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "真空不空": [ "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "督脉": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "瞿所": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming" ], "知不敢": [ "kpub-daodejing-ch3-guandao#c5" ], "知识带货": [ "kpub-live-compliance#daihuo-jiemo" ], "知识库": [ "kpub-trace-seed-awakening#a2", "kpub-trace-seed-awakening#a4", "kpub-venue-lineage#zhanlü-zhongliang" ], "知识换认知": [ "kpub-live-compliance#daihuo-jiemo" ], "知道": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "矮化曲解": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "石像": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "砍价": [ "kpub-venue-lineage#dui-kbufavorable" ], "破万点": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "祖": [ "kpub-daodejing-ch4-guandao#s2" ], "祖窍": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "神农氏": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "神器": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "神禹": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "神秀": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "神经性皮炎": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "私有扩展位": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "种子": [ "kpub-daodejing-ch5-guandao#ch5-baozhong", "kpub-trace-seed-awakening#a2" ], "秕糠": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "秦始皇": [ "kpub-daodejing-yinzi-guandao#yinzi-jiuding" ], "稳态": [ "kpub-venue-lineage#mentoufang" ], "穷": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "空心木": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "空瓶子": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao", "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "空调": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "空货架": [ "kpub-venue-lineage#tuixin-yizhao" ], "空转": [ "kpub-trace-seed-awakening#a1" ], "空间性": [ "kpub-daodejing-ch4-guandao#s2" ], "站外交易": [ "kpub-live-compliance#pinfa-xingbiao" ], "端口": [ "kpub-daodejing-ch1-guandao#ch1-guye" ], "竹简本": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "符号链接": [ "kpub-agents-md-convergence#agentsmd-fengxian" ], "第65章": [ "kpub-daodejing-ch3-guandao#c6" ], "第一推力": [ "kpub-trace-seed-awakening#a4" ], "笼中鸟": [ "kpub-daodejing-ch5-guandao#ch5-xuerbuhu" ], "筋膜": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "答案型页面": [ "kpub-discovery-layer-gap#san-chu-luo-di" ], "篧": [ "kpub-daodejing-ch5-guandao#ch5-zhou-zuo" ], "粉丝门槛": [ "kpub-live-compliance#pinfa-xingbiao" ], "精胞": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "系统性": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "索天易": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "紫气东来": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "纯阳": [ "kpub-daodejing-ch4-guandao#s4", "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "纸糊": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "线上": [ "kpub-venue-lineage#yiban-yu-sandao" ], "线上思维": [ "kpub-venue-lineage#mentoufang" ], "线上思维判据": [ "kpub-venue-lineage#menkoufang-duiying" ], "细菌": [ "kpub-daodejing-ch1-guandao#ch1-wu-you" ], "经络": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "经络腧穴学": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "经验主义害死人": [ "kpub-daodejing-ch2-guandao#ch2-wangcai" ], "经验复盘类": [ "kpub-live-compliance#dui-kpui-juece" ], "经验性断言": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "结构变重": [ "kpub-venue-lineage#fanzhong-jie" ], "结构自证": [ "kpub-venue-lineage#tuixin-yizhao" ], "结绳记事": [ "kpub-daodejing-yinzi-guandao#yinzi-jiesheng" ], "绝地天通": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong" ], "绝对化用语": [ "kpub-live-compliance#chubi-jixian" ], "统一性": [ "kpub-daodejing-ch4-guandao#s1" ], "统御者": [ "kpub-daodejing-ch3-guandao#c2" ], "统计无关": [ "kpub-discovery-layer-gap#lujianshu-shiji" ], "绳在手": [ "kpub-daodejing-yinzi-guandao#yinzi-jiesheng" ], "绳文": [ "kpub-daodejing-yinzi-guandao#yinzi-jiesheng" ], "绳疙瘩": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "绳结": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "维护债": [ "kpub-agents-md-convergence#agentsmd-fengxian" ], "缄口不言": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi" ], "编数据": [ "kpub-discovery-layer-gap#jiao-xun-luo-di" ], "缝隙漏洞": [ "kpub-daodejing-ch5-guandao#ch5-xuerbuhu" ], "缺陷": [ "kpub-daodejing-ch1-guandao#ch1-guye" ], "网上工作室": [ "kpub-venue-lineage#yiban-yu-sandao" ], "网络直播营销管理办法 第十七条": [ "kpub-live-compliance#falv-jiemo" ], "羊圈的门": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "美": [ "kpub-daodejing-ch2-guandao#ch2-meishan" ], "羽人国": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "老子": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "老子五千言": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "老百姓": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "老聃": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "考据引用": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "聊天框粘贴即可生效": [ "kpub-skill-as-carrier#hudun-he-lishi" ], "职业认证": [ "kpub-live-compliance#pinfa-xingbiao" ], "联系方式": [ "kpub-live-compliance#pinfa-xingbiao" ], "聚集 $39-49": [ "kpub-skill-as-carrier#dingjia-dai" ], "肺主皮毛": [ "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "胎": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "胎光": [ "kpub-daodejing-ch4-guandao#s4" ], "胞中": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "脐带": [ "kpub-daodejing-yinzi-guandao#yinzi-dao-xuan" ], "脑九宫": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "脑宫": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "脾生湿": [ "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "脾阳": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "腘窝": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "膀胱经": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "膀胱经瘀堵": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "膏肓穴": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "臣": [ "kpub-daodejing-ch3-guandao#c1" ], "自修": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "自化": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "自媒体": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "自媒体间": [ "kpub-venue-lineage#yiban-yu-sandao" ], "自有永有": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "自查": [ "kpub-discovery-layer-gap#chufa-xiangjian" ], "自然人": [ "kpub-live-compliance#falv-jiemo" ], "自然发现": [ "kpub-venue-lineage#dui-kbufavorable" ], "自然平衡": [ "kpub-daodejing-ch2-guandao#ch2-liangzhongshengren" ], "自由出世入世": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "自由文化学者": [ "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "致中和": [ "kpub-daodejing-ch5-guandao#ch5-zhongyong" ], "舜": [ "kpub-daodejing-ch4-guandao#s8" ], "苏轼": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "草扎": [ "kpub-daodejing-ch5-guandao#ch5-chugou" ], "荨麻疹": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "药膏": [ "kpub-wei-zhong-bloodletting#jizhi-shuofa" ], "菩提树": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "藏象": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao", "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "虚其心": [ "kpub-daodejing-ch3-guandao#c4" ], "虚其心弱其志": [ "kpub-daodejing-ch3-guandao#c6" ], "虚而不屈": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "虚而不淈": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben", "kpub-daodejing-ch5-guandao#ch5-xuerbuhu" ], "虚静": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi" ], "虺": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "蜀中青羊肆": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "融通万物": [ "kpub-daodejing-ch4-guandao#s5" ], "蟲": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "蠃虫": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "血分": [ "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "血毒": [ "kpub-wei-zhong-bloodletting#bingji-zhu-wei-zai-xue" ], "血郄": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "行为可移植": [ "kpub-agents-md-convergence#agentsmd-guilv", "kpub-agents-md-convergence#agentsmd-xianzhi" ], "行为标准": [ "kpub-daodejing-ch2-guandao#ch2-meishan" ], "衎乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "补边界": [ "kpub-discovery-layer-gap#chufa-xiangjian" ], "表准": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "表格页": [ "kpub-trace-failures#t3" ], "表面表征": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "被抓取次数": [ "kpub-discovery-layer-gap#ding-lun" ], "被排除视野": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "被看见": [ "kpub-venue-lineage#fanzhong-jie" ], "被褐怀玉": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "被调用即存在": [ "kpub-agents-md-convergence#agentsmd-guilv" ], "被路过": [ "kpub-venue-lineage#fanzhong-jie" ], "见xian": [ "kpub-daodejing-ch3-guandao#c3" ], "观世音": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "观其曒": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "观其眇": [ "kpub-daodejing-ch1-guandao#ch1-miao-jiao" ], "观天象": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "规模化复制": [ "kpub-discovery-layer-gap#jiao-xun-luo-di" ], "解其纷": [ "kpub-daodejing-ch4-guandao#s3" ], "解放思想": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "言": [ "kpub-daodejing-ch2-guandao#ch2-buyanzhijiao" ], "訾": [ "kpub-daodejing-ch2-guandao#ch2-jiezhi-shan", "kpub-daodejing-ch2-guandao#ch2-sanbanben" ], "识字九斗六": [ "kpub-daodejing-yinzi-guandao#yinzi-cangjie" ], "诚心正意": [ "kpub-daodejing-ch1-guandao#ch1-daokedao", "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "详略": [ "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "详细教学步骤": [ "kpub-live-compliance#chubi-jixian" ], "语言表述力": [ "kpub-daodejing-ch1-guandao#ch1-bubianzhi" ], "误判": [ "kpub-discovery-layer-gap#chufa-xiangjian" ], "说": [ "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "说不尽": [ "kpub-daodejing-ch1-guandao#ch1-daokedao" ], "谓": [ "kpub-daodejing-ch1-guandao#ch1-yimingt" ], "谥号": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "谷": [ "kpub-daodejing-ch1-guandao#ch1-guye", "kpub-daodejing-ch1-guandao#ch1-sanbanben", "kpub-daodejing-ch3-guandao#c3", "kpub-daodejing-ch3-guandao#c4", "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "象于闰": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "象刑": [ "kpub-daodejing-ch4-guandao#s8" ], "象帝": [ "kpub-daodejing-ch4-guandao#s8" ], "象牙占卜": [ "kpub-daodejing-ch4-guandao#s8" ], "豫": [ "kpub-daodejing-ch4-guandao#s8" ], "贤": [ "kpub-daodejing-ch3-guandao#c1" ], "货": [ "kpub-hardcore-K#k-goods-2026-10" ], "货架形态": [ "kpub-venue-lineage#dui-kbufavorable" ], "贵": [ "kpub-daodejing-ch3-guandao#c2" ], "贵难得之货": [ "kpub-daodejing-ch3-guandao#c2" ], "资产化": [ "kpub-trace-seed-awakening#a4" ], "资本买确定性": [ "kpub-venue-lineage#tuixin-yizhao" ], "赛道选择": [ "kpub-live-compliance#dui-kpui-juece" ], "走火": [ "kpub-daodejing-ch1-guandao#ch1-zhengnian" ], "越来越弱": [ "kpub-venue-lineage#yiban-yu-sandao" ], "足太阳膀胱经": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "足跟": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "跨体系误用": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "路不拾遗": [ "kpub-daodejing-ch3-guandao#c2" ], "踮脚": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "身体不动": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "转述失真": [ "kpub-wei-zhong-bloodletting#zhuanshu-lian" ], "轴纪律": [ "kpub-trace-failures#t2" ], "轻重侧重": [ "kpub-venue-lineage#zhanlü-zhongliang" ], "载体已被选定": [ "kpub-skill-as-carrier#biaozhun-yijiu" ], "载体问题关闭": [ "kpub-skill-as-carrier#dui-kpri-de-yi" ], "辩经": [ "kpub-daodejing-ch1-guandao#ch1-xuanzang" ], "边界": [ "kpub-hardcore-K#k-goods-2026-10" ], "边界写进答案文本": [ "kpub-discovery-layer-gap#jiao-xun-luo-di" ], "边界四栏即我犯过的错": [ "kpub-skill-as-carrier#shenjing-sunxi" ], "过关": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "过期": [ "kpub-hardcore-K#k-goods-2026-10" ], "运行时生成": [ "kpub-discovery-layer-gap#san-chu-luo-di" ], "连山易": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "送 vs 换": [ "kpub-trace-failures#t2" ], "逃不出去": [ "kpub-daodejing-ch5-guandao#ch5-xuerbuhu" ], "逍遥": [ "kpub-daodejing-ch4-guandao#s6", "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "逍遥之乐": [ "kpub-daodejing-ch5-guandao#ch5-zhou-xing-tuoshan" ], "逐平台对照": [ "kpub-live-compliance#pinfa-xingbiao" ], "通用 SOP 最不值钱": [ "kpub-skill-as-carrier#shenjing-sunxi" ], "通用 SOP 档": [ "kpub-skill-as-carrier#xia-liao-pan-duan" ], "通用 skill 天花板 $1,000/月": [ "kpub-skill-as-carrier#fenfa-xian-yu-pin" ], "通电比喻": [ "kpub-daodejing-yinzi-guandao#yinzi-dao-xuan" ], "通行版": [ "kpub-daodejing-ch1-guandao#ch1-sanbanben", "kpub-daodejing-ch2-guandao#ch2-sanbanben", "kpub-daodejing-ch3-guandao#c0", "kpub-daodejing-ch4-guandao#s0", "kpub-daodejing-ch5-guandao#ch5-sanbanben", "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "造物主": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "遑": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "遑而俞出": [ "kpub-daodejing-ch5-guandao#ch5-sanbanben" ], "道": [ "kpub-daodejing-ch1-guandao#ch1-damingzi", "kpub-daodejing-ch1-guandao#ch1-daokedao", "kpub-daodejing-yinzi-guandao#yinzi-daochu" ], "道不变": [ "kpub-daodejing-yinzi-guandao#yinzi-zhidao-rongyi" ], "道不远人": [ "kpub-daodejing-ch1-guandao#ch1-wuwo" ], "道之四用": [ "kpub-daodejing-ch4-guandao#s6" ], "道冲而用之": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "道境": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "道德礼法": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "道德经": [ "kpub-venue-lineage#dui-kbufavorable" ], "道性始有": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "道性本有": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "道治": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "道理法方药": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "道的层面": [ "kpub-daodejing-yinzi-guandao#yinzi-dao-xuan" ], "道的门": [ "kpub-daodejing-ch5-guandao#ch5-daojing" ], "道经": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "遥测": [ "kpub-agents-md-convergence#agentsmd-xianzhi" ], "避开健康类目": [ "kpub-live-compliance#dui-kpui-juece" ], "避讳": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "邯郸学步": [ "kpub-daodejing-ch2-guandao#ch2-ju-wuwei" ], "邵雍": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "郄穴": [ "kpub-wei-zhong-bloodletting#weizhong-xue-baixue" ], "郗": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "郗谷穴": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu" ], "部分证伪": [ "kpub-skill-as-carrier#xia-liao-pan-duan" ], "郭店竹简": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "酸梅": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "重利轻名": [ "kpub-daodejing-ch3-guandao#c2" ], "重名轻利": [ "kpub-daodejing-ch3-guandao#c2" ], "重生恶死": [ "kpub-daodejing-ch5-guandao#ch5-shuqiong" ], "量子坍塌": [ "kpub-daodejing-ch1-guandao#ch1-daoxingbenyou" ], "量子纠缠": [ "kpub-daodejing-yinzi-guandao#yinzi-dao-xuan" ], "金銮殿": [ "kpub-daodejing-ch5-guandao#ch5-naojiugong" ], "金银铜铁泥": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "针灸": [ "kpub-daodejing-ch5-guandao#ch5-zhongyi-zhenjiu", "kpub-live-compliance#chubi-jixian" ], "钱权名利": [ "kpub-daodejing-ch1-guandao#ch1-bubianzhi" ], "钱缗": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "银屑病": [ "kpub-wei-zhong-bloodletting#jiejing-baohu-dai" ], "银河": [ "kpub-daodejing-yinzi-guandao#yinzi-yinhe" ], "银耳": [ "kpub-wei-zhong-bloodletting#huayang-wutiao" ], "锉其锐": [ "kpub-daodejing-ch4-guandao#s3" ], "锐不可当": [ "kpub-daodejing-ch4-guandao#s3" ], "错掉的四件事": [ "kpub-skill-as-carrier#shenjing-sunxi" ], "长乐": [ "kpub-daodejing-ch4-guandao#s4", "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "长生久视": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "长短相形": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "门": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "门头房": [ "kpub-venue-lineage#mentoufang" ], "门头房对应物": [ "kpub-venue-lineage#menkoufang-duiying" ], "闭环": [ "kpub-trace-seed-awakening#a3" ], "闭环经脉": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "问 AI 生成不出来": [ "kpub-skill-as-carrier#shenjing-sunxi" ], "问诊": [ "kpub-live-compliance#pinfa-xingbiao" ], "防伪标识": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "阳术": [ "kpub-daodejing-ch3-guandao#c0" ], "阴中有阳": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "阴晴圆缺": [ "kpub-daodejing-ch1-guandao#ch1-hengchang" ], "阴术": [ "kpub-daodejing-ch3-guandao#c0" ], "阴阳": [ "kpub-daodejing-ch2-guandao#ch2-touzi", "kpub-daodejing-ch4-guandao#s1" ], "阴阳二性": [ "kpub-daodejing-ch1-guandao#ch1-youwukuncheng" ], "阴阳交合": [ "kpub-daodejing-ch1-guandao#ch1-guye" ], "阴阳和合": [ "kpub-daodejing-ch1-guandao#ch1-guye", "kpub-daodejing-ch4-guandao#s4", "kpub-daodejing-ch5-guandao#ch5-xianfo-chunyang" ], "阶层": [ "kpub-daodejing-ch3-guandao#c1" ], "阶段": [ "kpub-trace-failures#t1" ], "难得": [ "kpub-daodejing-ch3-guandao#c2" ], "难易相成": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "集市": [ "kpub-venue-lineage#yiban-yu-sandao" ], "集市形态数字化": [ "kpub-venue-lineage#dui-kbufavorable" ], "零块闸门": [ "kpub-trace-failures#t3" ], "雷厉风行": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "雷泽": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "霸王硬上弓": [ "kpub-daodejing-yinzi-guandao#yinzi-jiaofa" ], "青牛": [ "kpub-daodejing-yinzi-guandao#yinzi-laozitaibu" ], "青筋": [ "kpub-wei-zhong-bloodletting#caozuo-xulie" ], "青羊宫": [ "kpub-daodejing-yinzi-guandao#yinzi-xi-wenshi" ], "静态": [ "kpub-trace-failures#t1" ], "静态项目上下文": [ "kpub-agents-md-convergence#agentsmd-sanceng" ], "非平均": [ "kpub-daodejing-ch5-guandao#ch5-zhongyong" ], "韩愈": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "韩琦": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "音": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "音声相和": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "音重于形": [ "kpub-daodejing-yinzi-guandao#yinzi-chuanyin" ], "项目": [ "kpub-trace-seed-awakening#a4" ], "顺序认知": [ "kpub-venue-lineage#fanzhong-jie" ], "预期校准": [ "kpub-skill-as-carrier#fenfa-xian-yu-pin" ], "领地": [ "kpub-daodejing-ch5-guandao#ch5-shouyuzhong" ], "频率": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "颛顼": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong" ], "颛顼大帝": [ "kpub-daodejing-yinzi-guandao#yinzi-daomai" ], "风二中": [ "kpub-daodejing-ch4-guandao#s1" ], "风口": [ "kpub-trace-seed-awakening#a4", "kpub-venue-lineage#zhanlü-zhongliang" ], "风箱": [ "kpub-daodejing-ch5-guandao#ch5-kai-vs-bi" ], "风险": [ "kpub-daodejing-ch2-guandao#ch2-touzi" ], "风雨": [ "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "风霜雨露": [ "kpub-daodejing-ch5-guandao#ch5-chuling-zihua" ], "食色性也": [ "kpub-daodejing-ch5-guandao#ch5-ren" ], "马王堆": [ "kpub-daodejing-yinzi-guandao#yinzi-banben" ], "骄乐": [ "kpub-daodejing-ch5-guandao#ch5-neile-waile" ], "高下相盈": [ "kpub-daodejing-ch2-guandao#ch2-liudui" ], "高危易模仿": [ "kpub-live-compliance#chubi-jixian" ], "高段位": [ "kpub-daodejing-ch5-guandao#ch5-jielun" ], "黄帝": [ "kpub-daodejing-ch1-guandao#ch1-mingkeming", "kpub-daodejing-yinzi-guandao#yinzi-sanyi" ], "黄帝内经": [ "kpub-daodejing-yinzi-guandao#yinzi-jueditiantong" ], "黑丝线": [ "kpub-daodejing-ch1-guandao#ch1-xuanmen" ], "黑白交际线": [ "kpub-daodejing-ch5-guandao#ch5-baozhong" ], "龟甲": [ "kpub-daodejing-ch4-guandao#s8" ] }, "freshness": { "kpub-agents-md-convergence": { "declared": true, "state": "有效", "valid_until": "2027-01-01", "days_left": 86 }, "kpub-daodejing-ch1-guandao": { "declared": true, "state": "有效", "valid_until": "2027-10-04", "days_left": 362 }, "kpub-daodejing-ch2-guandao": { "declared": true, "state": "有效", "valid_until": "2027-10-04", "days_left": 362 }, "kpub-daodejing-ch3-guandao": { "declared": true, "state": "有效", "valid_until": "2027-10-04", "days_left": 362 }, "kpub-daodejing-ch4-guandao": { "declared": true, "state": "有效", "valid_until": "2027-10-04", "days_left": 362 }, "kpub-daodejing-ch5-guandao": { "declared": true, "state": "有效", "valid_until": "2027-10-04", "days_left": 362 }, "kpub-daodejing-yinzi-guandao": { "declared": true, "state": "有效", "valid_until": "2027-10-04", "days_left": 362 }, "kpub-discovery-layer-gap": { "declared": true, "state": "有效", "valid_until": "2027-04-01", "days_left": 176 }, "kpub-hardcore-K": { "declared": true, "state": "有效", "valid_until": "2027-04-04", "days_left": 179 }, "kpub-live-compliance": { "declared": true, "state": "有效", "valid_until": "2026-12-01", "days_left": 55 }, "kpub-mrs-ev-model": { "declared": true, "state": "有效", "valid_until": "2027-04-04", "days_left": 179 }, "kpub-outdoor-sketch-board-template": { "declared": true, "state": "有效", "valid_until": "2028-01-01", "days_left": 451 }, "kpub-skill-as-carrier": { "declared": true, "state": "有效", "valid_until": "2027-04-01", "days_left": 176 }, "kpub-taiji-site": { "declared": true, "state": "有效", "valid_until": "2027-01-01", "days_left": 86 }, "kpub-trace-failures": { "declared": true, "state": "长期", "note": "声明为长期有效" }, "kpub-trace-seed-awakening": { "declared": true, "state": "长期", "note": "声明为长期有效" }, "kpub-two-phase": { "declared": true, "state": "有效", "valid_until": "2027-04-04", "days_left": 179 }, "kpub-venue-lineage": { "declared": true, "state": "有效", "valid_until": "2027-10-01", "days_left": 359 }, "kpub-wei-zhong-bloodletting": { "declared": true, "state": "有效", "valid_until": "2027-10-01", "days_left": 359 } }, "pub": [ { "id": "kpub-agents-md-convergence", "layer": "K_pub", "kind": "knowledge", "title": "AGENTS.md 标准收敛 —— 格式之争如何变成生态位重分配", "summary": "2026-09-18，Anthropic 在 Claude Code v2.1.277 中接入 AGENTS.md：若目录下无 CLAUDE.md，则回退读取 AGENTS.md。至此，Codex / Cursor / GitHub Copilot / Google Jules / Gemini CLI / Claude Code 六大主流 agent 首次共读同一份仓库级指令文件。此事常被误读为「Anthropic 低头」，实为**标准之争的收敛**：概念本是 Anthropic 用 CLAUDE.md 先普及的，2025-05 Sourcegraph 的 AMP 提议统一标准，OpenAI 买下 agents.md 域名抢占命名，AMP 让步，2025-12 OpenAI 将该规范捐给 Linux 基金会下的 Agentic AI Foundation（AAIF），60k+ 项目采用。命名权归 OpenAI，生态位归全体——Anthropic 接入即宣告统一完成。本条目提炼其可迁移规律：①格式之争的终局不是「谁赢」，而是「谁的名字成了公共词汇」；②收敛一旦发生，不接入者被排除在 agent 视野外，即『不可被发现 = 不存在』；③兼容是回退式而非替代式（CLAUDE.md 优先级不变），这既降低迁移成本也保留了私有扩展位；④「格式可移植 ≠ 行为可移植」，同一份 AGENTS.md 不同 agent 解释未必一致；⑤Bedrock/Vertex/Foundry 部署暂不支持，说明标准落地会受分发型产品线的历史包袱牵制。", "tags": [ "AGENTS.md", "标准收敛", "AI编程", "生态位", "Claude Code", "OpenAI Codex", "Linux基金会", "AAIF", "MCP", "Agent Skills", "跨工具", "K层", "入口战" ], "entities": [ "Anthropic", "OpenAI", "Thariq Shihipar", "Thibault Sottiaux", "Tibo", "Sourcegraph", "AMP", "Linux Foundation", "Agentic AI Foundation", "Claude Code", "Codex", "Cursor", "GitHub Copilot", "Gemini CLI", "Google Jules", "Shopify" ], "relations": [ { "rel": "印证", "target": "kpub-two-phase", "note": "格式之争→收敛，是『瓶颈轮换 = 收租权转移』在工具生态上的实例" }, { "rel": "印证", "target": "kpub-hardcore-K", "note": "不接入标准 = 不被 AI 发现 = 不存在；这是 K 层『被调用即存在』的负向验证" }, { "rel": "同构", "target": "kpub-mrs-ev-model", "note": "业界三层协作栈 AGENTS.md+MCP+Skills 与本模型 ●(M|R|S) 是同一套三分法" }, { "rel": "落点", "target": "kpub-taiji-site", "note": "已用 gen_agents_md.py 将三件套编译为 AGENTS.md 产物落地" } ], "sections": [ { "anchor": "agentsmd-shishi", "title": "事实：v2.1.277 的回退式兼容", "gist": "2026-09-18，Claude Code v2.1.277 起：若某目录下无 CLAUDE.md，则 Claude 检查并改用 AGENTS.md。CLAUDE.md 优先级**不变**——所以这不是合并、不是替代，是**回退（fallback）**。Anthropic 技术团队成员 Thariq Shihipar 宣布此事，并说明可通过 `/config` 的 Project instructions 切换四种模式：仅 CLAUDE.md / CLAUDE.md 缺失时用 AGENTS.md（默认）/ 两者同时读 / 仅组织管理的指令。实现方式是一个 **mod（插件）**，hook 拦截 prompt.context 事件，属「上下文装配的改动」而**非模型能力的变化**。", "terms": [ "Claude Code", "v2.1.277", "CLAUDE.md", "AGENTS.md", "回退", "fallback", "Thariq Shihipar", "/config", "Project instructions", "mod", "prompt.context", "上下文装配" ] }, { "anchor": "agentsmd-budi", "title": "为什么不是『低头』：命名权归谁，生态位归谁", "gist": "AGENTS.md 的概念**最早由 Anthropic 自己通过 CLAUDE.md 普及**。2025-05，Sourcegraph 旗下 AMP 率先提议统一此类文件标准（建议单数 AGENT.md）；随后 OpenAI 买下 agents.md 域名，提议用复数 AGENTS.md；竞争后 AMP 主动让步并与之对齐。2025-12，OpenAI 将该规范捐给 Linux 基金会下的 Agentic AI Foundation（AAIF），转为中立治理。至 2026 年初已有 60,000+ 开源项目采用。结论：命名权被 OpenAI 拿走，但「标准必须存在」这件事由 Anthropic 贡献了原型——Anthropic 是**最后一个接入的主要玩家**，接入即宣告统一完成。这是**收敛**，不是**投降**。另有背景：Shopify 曾因 Claude Code 不兼容 AGENTS.md 而考虑禁用，构成推动力。", "terms": [ "标准之争", "命名权", "生态位", "CLAUDE.md", "AMP", "Sourcegraph", "AGENT.md", "AGENTS.md", "agents.md 域名", "AAIF", "Agentic AI Foundation", "Linux 基金会", "中立治理", "60000 项目", "Shopify" ] }, { "anchor": "agentsmd-tibo", "title": "Tibo 的祝贺与不等称的信任层级", "gist": "OpenAI 核心产品负责人 Thibault Sottiaux（Tibo）回应：『Yay! This is the way. Come to the light.』Shihipar 回以握手表情。两家竞争对手的工程师公开握手，被视为规范收敛的象征。但注意实现里的**信任层级是不对称的**：组织可通过 managed settings 钉死模式，而仓库里的 `.claude/settings.json`（可被检视）不能。实现开源在 `anthropics/claude-code` 仓库的 `mods/agents-md` 目录，可**以代码验证而非仅凭营销声明**。", "terms": [ "Thibault Sottiaux", "Tibo", "Come to the light", "握手", "信任层级不对称", "managed settings", ".claude/settings.json", "mods/agents-md", "代码可验证" ] }, { "anchor": "agentsmd-fengxian", "title": "双份维护的旧成本：符号链接与 @import 为何会坏", "gist": "此前团队的应对办法是**符号链接**或**在 CLAUDE.md 里写一行 `@AGENTS.md` 导入**。这在单项目小规模可用，但**一到 monorepo 就崩**——指令分布在多个目录层级，同步成为真实维护债，直到工具悄悄漂移（drift）。企业视角：统一指令格式可成为「编码约定、安全要求、架构护栏、合规策略」的**实际控制点**。", "terms": [ "双份维护", "符号链接", "symlink", "@AGENTS.md", "@import", "monorepo", "嵌套指令", "维护债", "drift", "控制点", "合规策略" ] }, { "anchor": "agentsmd-xianzhi", "title": "限制与两个必须记住的警告", "gist": "限制一：**分发型部署不支持**。通过 Amazon Bedrock、Google Vertex AI 或 Microsoft Foundry 运行时，以及在禁用遥测时，Claude Code 无法从 Anthropic 拉取 feature flags，AGENTS.md 支持不可用，**回退到 CLAUDE.md**。文件虽在本地、读取不需联网，但开关依赖联网取 flag。限制二：**格式可移植 ≠ 行为可移植**。CLAUDE.md 含有 AGENTS.md 未被设计支持的 Claude 专属特性，为 Codex 写的指令在 Claude Code 读取时未必行为一致。此外**没有回退触发的日志或警告**，升级后应立即跑既有检查确认 agent 读到的是预期内容。", "terms": [ "Bedrock", "Vertex AI", "Microsoft Foundry", "feature flags", "遥测", "回退", "格式可移植", "行为可移植", "Claude 专属特性", "无日志无警告", "升级后需验证" ] }, { "anchor": "agentsmd-sanceng", "title": "三层协作栈：AGENTS.md + MCP + Agent Skills", "gist": "生态已形成三分：**AGENTS.md 提供静态项目上下文**（setup/测试命令、代码风格、边界、结构）；**MCP（Model Context Protocol）提供动态工具调用能力**；**Agent Skills 代表可复用的专业能力**。三者互补，共同构成 AI 助手的协作栈。AGENTS.md 的角色是**静态上下文层**——它是「README 的 agent 版」：README 给人看（快速开始、项目介绍、贡献指南），AGENTS.md 给 agent 看（构建步骤、测试、约定），刻意分开以保持 README 简洁并给 agent 一个可预测的落点。", "terms": [ "三层协作栈", "AGENTS.md", "MCP", "Model Context Protocol", "Agent Skills", "静态项目上下文", "动态工具调用", "可复用能力", "README 的 agent 版", "可预测落点" ] }, { "anchor": "agentsmd-guifan", "title": "规范本体：无必填字段、就近优先、渐进式披露", "gist": "AGENTS.md **没有必填字段、没有 schema、没有 frontmatter、没有 XML**——就是标准 Markdown，agent 只解析你提供的文本。冲突时：**距离被编辑文件最近的 AGENTS.md 获胜**；显式的用户对话指令**覆盖一切**。monorepo 用嵌套 AGENTS.md，就近原则使其覆盖上层通用指令（据称 OpenAI 主仓库有 88 个）。社区最佳实践为**渐进式披露**：核心文件控制在 100–200 行，只放导航性信息，细节通过链接外引。它会**自动执行**你在其中列出的测试命令，并在任务结束前尝试修到通过。Codex 侧另有细节：全局指令在 `~/.codex`（`AGENTS.override.md` 优先），项目指令从仓库根向当前目录逐层收集、每个目录至多取一份、按 root→leaf 用空行连接、总量超 32 KiB 截断。", "terms": [ "无必填字段", "standard Markdown", "就近原则", "closest wins", "用户指令覆盖一切", "嵌套 AGENTS.md", "88 个", "渐进式披露", "100-200 行", "AGENTS.override.md", "~/.codex", "32 KiB", "project_doc_max_bytes" ] }, { "anchor": "agentsmd-guilv", "title": "可迁移规律：格式之争 → 标准收敛 → 生态位重分配", "gist": "这件事的价值不在「谁兼容了谁」，而在它是一条可复用的规律实例：①**格式之争的终局不是谁赢，而是谁的名字成为公共词汇**——名字一旦公用，原持有者失去排他权，但获得最大生态位；②**收敛一旦发生，不接入者被排除在 agent 视野外**——「不可被发现 = 不存在」，这与本模型 K 层的『被调用即存在』是同一条律的正反面；③**兼容采用回退式而非替代式**——保留私有扩展位的同时降低迁移成本，是标准接纳的标准姿势；④**格式可移植 ≠ 行为可移植**——统一接口不保证统一语义，这是所有标准化进程的固有残余；⑤**标准落地受产品分发型态牵制**——Bedrock/Vertex/Foundry 的缺席说明「技术可行」与「全线可用」之间隔着商业结构。", "terms": [ "可迁移规律", "公共词汇", "排他权", "生态位重分配", "被排除视野", "被调用即存在", "回退式兼容", "私有扩展位", "格式可移植", "行为可移植", "产品分发型态", "标准化残余" ] } ], "source": { "kind": "cloud", "ref": "InfoWorld / SINGULISM / mlllm.io / agents.md 官方 / 百度百科；Claude Code v2.1.277 release notes（2026-09-18）", "access": "public_web", "origin": "web" }, "updated": "2026-10-04", "status": "live", "valid_until": "2027-01-01", "review_cadence": "每 3 个月（AI 领域事件，变化最快）", "boundaries": { "not_for": [ "**这是 2026-09-18 的事件快照，不是在押未来的预测**——AI 工具领域标准更迭极快，本条目的具体版本号（v2.1.277）、托管方、平台支持清单**都可能已变**，引用前须核实现状", "**不适用于非编程类的 agent 场景**——AGENTS.md 是编码代理的仓库指令约定，与通用 agent 的记忆/知识格式不同", "「三层协作栈同构」是本模型的类比，不是业界承认的对应关系**——业界并未把 AGENTS.md/MCP/Skills 与任何名为 MRS-EV 的模型对应过**" ], "weak_at": [ "**『六大 agent 共读』的清单会过时**——每过几个月就可能有新工具接入或旧工具弃用，60k+ 项目数也会变", "**Bedrock/Vertex/Foundry 暂不支持是发布当时的状态**，随时可能补上；这属于『发布时未支持』而非『长期不支持』" ], "requires_human": [ "**是否采纳 AGENTS.md 作为项目入口，须由人决定**——取决于所用的 agent 工具是否读它、以及是否愿意引入编译步骤" ], "verify": [ "版本事实可自查：Claude Code release notes（anthropics/claude-code 仓库 mods/agents-md）", "标准归属可自查：agents.md 官网与 Linux 基金会 Agentic AI Foundation 公告" ] } }, { "id": "kpub-daodejing-ch1-guandao", "layer": "K_pub", "kind": "knowledge", "title": "《道德经》关道版 · 第一章：道可道也，非恒道也", "summary": "关道版第一章逐句串讲。核心论点：(1)'道'是本元及其衍生的一切特性与规律，'可道'之'可'本字是河流加口（求上天赐下真意、借人之口表述），意为'诚心至意全力去执行表达'，故能被说尽行尽的就不是本源之道；(2)'恒'非避讳改的'常'，恒=亙+亡（月亮可见面+不可见面），字里含阴阳、时空、内外、正背，故引申为'完备'；(3)命名是圣人才能干的活，'名可名也非恒名也'指一切命名皆不完备，以'牛顿发现万有引力'为例说明道与名的关系；(4)'无'=亡有（暂时隐藏，非没有），'有'=万物之母（母取怀孕之象）；(5)'谷'读爻，本义阴阳交合的端口，引申为缺陷、欲望；(6)'眇'观内（无），'曒'观外（有），是可在日常落地的智慧（画作颜料为例、中医藏象与未病已病）；(7)'玄'本义是黑丝线打的绳结，'玄之有玄，众眇之门'即'玄里面还有玄'这个显而易见的道理，是发现一切奥秘的必经门户。", "tags": [ "道家", "道德经", "关道版", "第一章", "字源考据", "音义训读", "阴阳", "有无", "命名学", "中医", "量子理论" ], "entities": [ "老子", "喜", "关尹子", "关道", "玄奘", "慧能", "神秀", "毛泽东", "孔子", "黄帝", "东方朔", "汉武帝", "欧阳修", "邵雍", "苏轼", "钱穆", "胡适", "高亨", "韩琦", "牛顿", "汉文帝刘恒", "李世民" ], "relations": [ { "target": "collection:道德经1-5关道版", "rel": "part_of" }, { "target": "kpub-daodejing-yinzi-guandao", "rel": "follows" }, { "target": "kpub-daodejing-ch2-guandao", "rel": "precedes" }, { "target": "kpub-daodejing-ch3-guandao", "note": "'不尚贤''不贵难得之货'与本章'无欲/有欲'互训", "rel": "cross_ref" }, { "target": "kpub-daodejing-ch4-guandao", "note": "'道冲而用之'与本章'谷也（阴阳交合端口）'同一字源思路", "rel": "cross_ref" } ], "sections": [ { "anchor": "ch1-sanbanben", "title": "三个版本对读：帛书版 / 关道版 / 通行版", "gist": "先列三版原文对读。帛书版：'道可道也，非恒道也…无名万物之始也，有名万物之母也。故恒无欲也，以观其眇；恒有欲也，以观其徼。'关道版：'道，可道也，非恒道也…无，名也，天地之始也。有，名也，万物之母也。故恒无，谷也，以观其眇；恒有，谷也，以观其皦。两者同出，异名同谓。玄之有玄，众眇之门。'通行版：'道可道，非常道…无名天地之始，有名万物之母。故常无欲，以观其妙；常有欲，以观其徼。'关键差异：恒/常、眇/妙、徼/皦、欲之有无、谷也/欲也。", "terms": [ "帛书版", "关道版", "通行版", "恒", "常", "眇", "妙", "徼", "皦", "谷", "玄之有玄", "众眇之门" ] }, { "anchor": "ch1-daokedao", "title": "第一句：道，可道也，非恒道也", "gist": "道是宇宙本元及其衍生的一切特性与规律。'可道'之'可'的本字是大地上一条弯弯曲曲的河流，后面加'口'（河流冲积而成的平原）；'可'本义是'求上天赐下真意，借人的口表述出来'，从占卜裂纹的解释而来（占=卜+口，占语常唱出来，故'可'即唱歌之'歌'的来源）。'可道'即'诚心诚意求，得来一个表达方式，人力所极，用了所有诚心、所有智慧表达出来的'。全句本意：客观之道，人能用品诚心至意全力去执行表达的，就不是本源的道——道甚大甚深，不是人能说尽能行尽的。故道永远无穷尽、永远有未知，可无限接近而不能完全认知与达到——'这才是真正的玩意儿'。", "terms": [ "道", "可", "可道", "本元", "占卜", "卜口", "歌", "诚心正意", "无限接近", "说不尽" ] }, { "anchor": "ch1-bubianzhi", "title": "道不可尽说，故名可道可做不可全；钱权名利填不满人心", "gist": "语言的表述力有限，说都说不全，做更别提；说和想都可以，实际却做不到，想象与现实总有差距，且想象本身也不完备。既然做不到说不尽，还研究什么？——这就是道的魅力。从科学角度，无论科技多发达，宇宙、地球、人的身体皆有更多未知。以'城里风月头牌，师傅说跟隔壁庵里的尼姑也没啥区别'的段子说明：人是厉害玩意，不是两块糖能打发的；'域中有四大，人居其一焉'，钱权名利都如不解渴的水，只有道（无限之大）能填上人心的欲壑（无限之深）。", "terms": [ "语言表述力", "想象与现实", "未知", "域中有四大", "人居其一", "欲壑难填", "钱权名利", "不解渴的水" ] }, { "anchor": "ch1-hengchang", "title": "'恒'不是'常'：避讳改字的代价与恒字的字里阴阳", "gist": "'恒'今本作'常'，是避汉文帝刘恒之讳。关道批评避讳这件事'说明不识道'——三皇五帝不会干这种事；李世民做皇帝，民部改户部，连观世音都要把'世'字收掉。恒与常有别：常是天天如此（太阳东升西落），恒不同。恒的甲骨文是'亙[gèn]'加'亡'（非心字旁）：亙是月亮可见的一面，亡表示月亮看不见、隐藏的另一面，这是一对阴阳。恒字的另一种更复杂写法：外面一个大亙、里面套一个小亙，表示可见的阴晴圆缺只是外在表现，还有内在的、看不见的另一层面变化规律。故恒字把月亮从阴到阳、时间到空间、外到内、正面到背面、可见到不可见的一切状态都表达出来了，引申出'完备'之义。", "terms": [ "恒", "常", "避讳", "刘恒", "李世民", "观世音", "亙", "gèn", "亡", "月亮", "阴晴圆缺", "完备", "字里阴阳" ] }, { "anchor": "ch1-wuwo", "title": "无我与诚心：道不远人，人亦找人", "gist": "老子厉害在能跳出人性看问题，做到忘我、无我——'大道得从心死后，此身误在我生前'，这是入门的关键，后世修行书都在这个点上反复横跳。人搞不了道怎么办？答案是'道不远人'：道可以来找人，人一直找大道，大道也一直找人（如喜找老子、老子也找传承人；徒寻师三年，师寻徒三年）。很多人找不到的条件在于缺少诚心诚意、缺少无我（连儒家求学都要诚心正意，求道更是）。反例：一位治学极厉害的自由文化学者（读书必写笔记、笔记一到六十，再写成论文格式），讨论时说到一点就发几篇公众号文章，一看都是09/11/17年写就的——'束于教'，学得太多太深、付出太多，里面是满的，满到无法在老子大道面前做到无我。", "terms": [ "忘我", "无我", "心死", "道不远人", "徒寻师三年", "师寻徒三年", "诚心正意", "束于教", "自由文化学者", "满" ] }, { "anchor": "ch1-xuanzang", "title": "玄奘与慧能：知识分子与文盲的对照", "gist": "玄奘（西游记唐僧原型）是优秀佛教领袖：通梵文原典，不远万里去印度考察，学五年、连走路十七年；在印度到处找人辩经、无人能敌（当时输者被杀，是生死局）；回国后李世民为他建专门场所（今西安大雁塔一带），一生翻译讲解梵文佛经，创立唯识宗（万法唯识，识外无物）。反衬：会梵语吗？去过那烂陀寺吗？——玄奘是认真的。慧能则大字不识（神秀走了国师之路，即'身如菩提树'与'菩提本无树'的公案）。毛泽东为什么讨厌知识分子？关道认为一方面在于主席觉得这些知识分子里面没有大道——'孔门名高实秕糠'，有名无实还占名，不如没有知识的老百姓。老子就是推崇老百姓的：自己真正的大知识分子，天天搞得跟老百姓一样；种地的、放牧的长期在天地间实践，是有大智慧的，却不把自己当回事，口头语是'俺懂啥'，遇难事诚心诚意喊天呼地求帮助，真就得到回馈、想出很多生存办法。", "terms": [ "玄奘", "唐僧", "唯识宗", "万法唯识", "辩经", "大雁塔", "慧能", "神秀", "菩提树", "毛泽东", "孔门名高实秕糠", "秕糠", "老百姓", "俺懂啥" ] }, { "anchor": "ch1-zhengnian", "title": "正念、意守与河车空转：为什么叫'正'念", "gist": "人若没有利禄之心甚至没有自己，放空了，一缕真气就起来，沿早已搭好的经络运行。反之，人觉得自己明白、为出功夫去意守这里那里、过七冲越焦海强运气，没有真东西参与强行运气——轻则'河车空转'光浪费时间，重则走火出问题。现在流行正念冥想，为什么加个'正'字？意思就是有真东西；没有这个正念，冥想会出问题。关键在'正念怎么来'——这是主题。学会道德经就能分辨真假。", "terms": [ "正念", "冥想", "意守", "七冲", "焦海", "河车空转", "走火", "真气", "经络", "真假" ] }, { "anchor": "ch1-youwukuncheng", "title": "『有物䖵成』：䖵是两条蛇，阴阳二性本有", "gist": "为讲第二句'名，可名也，非恒名也'，先提前讲第25章'有物䖵成'。'䖵'读kūn，流行解释同'昆'、泛指所有虫子——关道认为不对：一个虫读huī（虺，即蛇），两个虫（䖵）是两条蛇，三个虫（蟲）读chóng泛指虫子；秦汉后儒生用'虫'代替'螽'，三字写法都很晚。'䖵'即伏羲女娲图；更原初的意思是两个人，后来变成两条蛇。人是蠃虫——伏羲女娲蛇身人首，因为人就是虫（故蛇身），但人有一点真灵（元气，藏在泥丸），故人首。老子认为道是'䖵成之物'：这种虫'一虫两象'，得阳则生、得阴则藏，时有时无、似有似无，道就像这么一个阴阳和合一体的虫子，比天地诞生还早，是宇宙起始的妈妈，一开始就自有阴阳二性——看到这一面时一定有那一面。", "terms": [ "䖵", "kun", "虺", "hui", "蟲", "伏羲女娲", "蠃虫", "泥丸", "人首蛇身", "一虫两象", "得阳则生", "得阴则藏", "阴阳二性", "有物䖵成" ] }, { "anchor": "ch1-daoxingbenyou", "title": "道性本有 vs 道性始有：以有推有，道家不消极", "gist": "关版道德经是以'有'推有的学问——若像流行的那样谈无为、甚至消极，那是没有入门。后世受道德经影响的道家话术体系也说明道家强调有：管学习叫'修真'，管修成的叫'真仙'，还有'妙有真源'，描述都很清楚，道教强调有。西方最时髦的量子理论讲的量子坍塌也是同理。从易学看，易学就是建立在阴阳上的一套学术体系；秦汉以来'河图与八卦是否相联系'由不是问题变成大问题，宋代空前辩论——欧阳修认为河图伪造、与八卦无关；邵雍、苏轼认为有关但说不出所以然。关道观点：一切都是阴阳二性自有的内变造成的（如四肢是人体自我发育、阴阳分裂聚合的内变生发，不是拼积木那样后天按上去的）。这就是'道性本有'与'道性始有'之争——关道主张道性本有、自有永有。即便作'有物混成'，道也是阴阳混成，老子为何不用'䖵'来命名道？因为䖵是具体可见的虫子，而道无形无相不可描述，只能类比不能命名。", "terms": [ "道性本有", "道性始有", "自有永有", "以有推有", "修真", "真仙", "妙有真源", "量子坍塌", "易学", "河图", "欧阳修", "邵雍", "苏轼", "内变", "有物混成" ] }, { "anchor": "ch1-damingzi", "title": "道之名与字：名曰大，字曰道；强为之名", "gist": "老子给'䖵成之物'取名'大'、起字'道'——'大道'就是这个物的名和字。'强为之'是非常勉强的意思：实在想不出更贴切的名字，只能勉强暂时叫着。文字只是方便法门，'有物䖵成'是把道比作看得见摸得着的'物'来说事，千万不能认死理、以为道是虫成的精（那就成封神演义了）。古代姓名学区分姓、名、字：单称一个'大'字没礼貌，故古今都称'道'或'大道'（民间有的地方管父亲叫'大'，或受此影响）。", "terms": [ "名", "字", "大", "道", "大道", "强为之名", "方便法门", "姓名学", "尊称" ] }, { "anchor": "ch1-mingkeming", "title": "第二句：名，可名也，非恒名也", "gist": "第一和第三个'名'是名词（名字、代号），第二个'名'是动词（名状：用语言去定义、概括、具体描述）。全句意为：一旦试图用某字命名、定义某事物，所取之名必定不完备。以牛顿为例：自然规律本身叫'道'，牛顿发现后叫'万有引力'，这叫'名'——如何对天地万物总结命名是不容易的。古人命名是大学问：'物固有形，形固有名''大道无形，称器有名'；能把无形的东西也命名的才是智慧。古代能给事物'命名、实名、正名、形名'的都是圣人——《礼记·祭法》载黄帝'正名百物'，西方圣经载亚当给万物起名；西游记里如来也说菩萨只能'普阅周天之物'而不能命名。反例：东方朔对汉武帝同一棵树先说'善哉'后说'瞿所'，被质问时辩称'事物不断变化，大的叫马、小的叫驹，大的叫牛、小的叫犊，人刚生叫儿子、长大叫老子，故此树过去叫善哉现在叫瞿所'——不懂装懂乱编名字闹笑话。", "terms": [ "名", "名状", "命名", "牛顿", "万有引力", "物固有形", "大道无形", "正名百物", "黄帝", "亚当", "如来", "东方朔", "汉武帝", "善哉", "瞿所", "圣人才配命名" ] }, { "anchor": "ch1-wu-you", "title": "无=亡有，有=万物之母（母取怀孕之象）", "gist": "'无'是天地之'始'的代号（天地最初形态的定义）；'有'是万物之'母'的代号，万物由'有'衍生。关道对'无'的解释是'亡有'——暂时隐藏，不是没有，到一定时空条件就会显现（如细菌在肉眼下是'无/亡有'、显微镜下变'有'；暗物质在一定方法手段下呈现为'明物质'）。'母'有两说：象形是长着乳房的女子，或说是怀孕的女子——关道支持后者。虽象形突出乳房两点，但古人造字抓主要特征：怀孕女性最主要特征不是大肚子（大肚子不一定怀孕），而是乳房变化、要产生奶水（农村看猪羊是否怀孕看乳房而非肚子）。在喜家族传承的道德经里，老子和喜聊天时把自己定位为'天地之始'的'无'，把喜定位为'万物之母'的'有'——我就是无，喜你就是有、是万物之母、繁衍了万物。", "terms": [ "无", "有", "亡有", "天地之始", "万物之母", "暂时隐藏", "细菌", "暗物质", "明物质", "母", "怀孕", "乳房", "主要特征" ] }, { "anchor": "ch1-guye", "title": "『谷也』读爻：阴阳交合的端口，缺陷生欲望", "gist": "'恒无'是最最完备的无，'恒有'是最最完备的有。前面说凡'名'都不完备，老子用'恒'修饰'无'与'有'，意在假设这两个命名是完备的，以便阐述问题。'谷也'：谷字古来多读音，关道传承读音是'yao'（发卦爻的'爻'音），本义是'阴阳交合的端口'，引申为缺陷、欲望等——欲望由缺陷产生：对某事物有欲望是觉得自己欠缺（饿了才有食欲，吃饱了就没食欲）。有和无都是道的一部分；阴阳相弥补才叫'谷'（男女相悦、玉成好事是谷；剃头挑子一头热、人家不喜欢你那才是欲）。'谷'是阴阳和合的本源动力，是自然发展的根本动力。", "terms": [ "恒无", "恒有", "谷", "yao", "爻", "阴阳交合", "端口", "缺陷", "欲望", "阴阳和合", "本源动力" ] }, { "anchor": "ch1-miao-jiao", "title": "观其眇 vs 观其曒：向内看本质，向外看表征", "gist": "'眇'即'眇一目'（睁一眼闭一眼），为了看得更细微细致（如木匠单吊线）。'观其眇'比喻观察事物内部结构或内在本质——因为它是'无'：如空瓶子不是真空，还有空气，还能进一步分析出氢气氧气氮气；这只能靠往内深层研究得出，表象看不出来。'曒'指一个事物发出它特有的声音、一听就知道是这种事物（听狗叫知道是狗，但叫声什么意思不知道）。即：'眇'是探索'无'、探寻内在特质的方法；'曒'是看事物表面表征。补足省略字读作：'故恒无，谷也，以道观其（无）眇；恒有，谷也，以道观其（有）曒。'这是可以在日常生活中具体应用、可以落地的智慧：说一幅画漂亮是'观其曒'；说它用什么颜料（矿物/植物/化学合成）是'观其眇'。对中医启示很大：有无之间的参照物是那个'胎'，未病已病那个点也一样——'查无用眇，查有用徼'，由此理解藏象、脉诊。", "terms": [ "眇", "曒", "观其眇", "观其曒", "眇一目", "单吊线", "内在本质", "表面表征", "空瓶子", "狗叫", "画作颜料", "胎", "未病已病", "藏象", "查无用眇" ] }, { "anchor": "ch1-yimingt", "title": "两者同出，异名同谓；以及'谓'与'说'的区别", "gist": "'两者同出'：有和无都是道的一部分。'异名同谓'：名字虽不同，但都是对道的某一面的详细阐述。理解关键在于结合前文——有和无只是同一事物在不同时空条件下呈现的一种状态：肉眼看空瓶子是'无'，用科学手段看瓶内有空气时'无'变'有'；不管说无说有，都是对瓶内空气的称呼，这就是异名同谓。附带区分：只说'有病'、不说啥病叫'谓'；要详细告知什么病、疼还是痒、何时病发加重等情况，才叫'谓'的展开（'说'与'谓'详略不同）。", "terms": [ "两者同出", "异名同谓", "同一事物", "不同时空", "状态", "空瓶子", "谓", "说", "详略" ] }, { "anchor": "ch1-xuanmen", "title": "玄之有玄，众眇之门：玄是黑丝线打的绳结", "gist": "'玄'本义是黑丝线打成的绳结、绳疙瘩；'之'是助词，表领有、连属。关道对此句的解释与通行理解不同。以'钱缗'为例：古代用一根绳子穿一千个铜钱叫一吊钱，串系那个特殊的绳子疙瘩叫'钱缗'，是官方的防伪标识——只有官方懂得如何打结与解开，外人不知；一看绳疙瘩，不用数钱、不必逐个检验，就知道是真钱、一定够一千个，所以古时交易效率很高、不用点验。若有人破解了钱缗的打结法，就能偷下几个或掺假瞒天过海（宋代韩琦诗'巧工近岁知众宝，杂以假伪窥钱缗'即说此）。那种疙瘩是官方用编织法做的'加密疙瘩'，不破坏很难解开，且解开了要能原样系回。'众眇之门'：门是古人堵山洞的石头或树（填充物、封闭物），是最显而易见的东西——打不开进不去，打开就进去了，由此引申'显而易见'之义。'众眇之门'即发现所有奥秘的必经门户：只有勘破这一'显而易见'的关节、打开这扇门，才能进入其中（西方圣经耶稣'我就是羊圈的门，若不经过我，没有人能到父那里去'同理）。全句义：能明白'玄里面还有玄'这个'显而易见'的道理，是你发现更多更深事物的关键；不懂这个道理，就可能止步于事物的表象或某个阶段，不能更深入。", "terms": [ "玄", "黑丝线", "绳结", "绳疙瘩", "钱缗", "一吊钱", "防伪标识", "加密疙瘩", "韩琦", "众眇之门", "门", "显而易见", "羊圈的门", "玄之有玄" ] } ], "source": { "kind": "local", "ref": "道德经1-5.docx / 第一章（帛书、关道、通行三版对读 + 逐句串讲）", "access": "private_upload", "origin": "docx" }, "updated": "2026-02-14", "status": "live", "valid_until": "2027-10-04", "review_cadence": "每 12 个月", "boundaries": { "not_for": [ "**不作训诂定论**——「恒=亙+亡」「可=河流+口」「玄=绳结/钱缗」「谷读爻」皆关道训读，与成玄英、楼宇烈等主流释读不同", "**不适用于量子物理/MCP 等现代技术论证**——文中以量子纠缠比喻『可传而不可授』，是类比修辞，**不是物理等价**", "**不作为投资建议**——本条目为引子与第一章串讲，未含投资内容（投资论述见第二章条目）" ], "weak_at": [ "「𧈗=读kun（kūn）是两条蛇、伏羲女娲图」的字源说**属推测**，学界主流读作「昆（kūn）= 众多/虫的总称」", "「泥丸宫藏元气」「人首蛇身源于虫」的说法**无考古或解剖学证据支持**，属道学体系内自洽叙事" ], "requires_human": [ "引用其哲学论断（如『无我与诚心』）**须由人判断适用语境**——AI 不应替你把修法论述套到现实决策上" ], "verify": [ "字源争议可自查：对比《说文解字》「恒」「可」「玄」条目与小篆字形", "版本句式可自查：帛书甲本『玄之又玄，众妙之门』vs 关道版『玄之有玄，众眇之门』" ] } }, { "id": "kpub-daodejing-ch2-guandao", "layer": "K_pub", "kind": "knowledge", "title": "《道德经》关道版 · 第二章：美之为美，恶已", "summary": "关道版第二章逐句串讲。核心：(1)美=外在美（审美标准），善=内在美（行为标准）；'天下皆知美之为美'指各人各族审美各异，'之为美也'指刻意装扮或强求他人与己一致，'恶'读wù（厌恶），'已'是停止——这不是明智之举；(2)六对相生（有无、难易、长短、高下、音声、先后）是同一事物不同表现层面，合起来才全面反映该事物；音=众物共振（交响乐），声=单物振频；(3)关道把圣人分两类：天道圣人无偏颇心、维护整个自然乃至宇宙平衡；地道圣人有偏颇心、维护绝大多数人利益——本章说的是天道圣人；(4)'无为'不是什么都不做，而是该怎么做就怎么做，丢掉'刻意'的'妄为'，像呼吸心跳一样自然——'邯郸学步'是反面；(5)'不言之教'即不给出标准说教；'作而弗始/为而弗志/成而弗居'三层：不用既有'经验'标定初始、中间、结果，故'夫唯弗居，是以不去'。落到投资：'有道无术，尚可为之；有术无道，止于术矣'，经验主义害死人。", "tags": [ "道家", "道德经", "关道版", "第二章", "字源考据", "无为", "不言之教", "经验主义", "投资哲学", "天道圣人", "阴阳" ], "entities": [ "老子", "关道", "圣人", "邯郸学步", "韩琦" ], "relations": [ { "target": "collection:道德经1-5关道版", "rel": "part_of" }, { "target": "kpub-daodejing-ch1-guandao", "rel": "follows" }, { "target": "kpub-daodejing-ch3-guandao", "rel": "precedes" }, { "target": "kpub-daodejing-ch3-guandao", "note": "本章'作而弗始/为而弗志/成而弗居'在第三章有进一步阐释", "rel": "elaborates" }, { "target": "kpub-daodejing-ch1-guandao", "note": "'恒'字取满月/完备之义，第一章已详解", "rel": "cross_ref" } ], "sections": [ { "anchor": "ch2-sanbanben", "title": "三个版本对读", "gist": "关道版：'美，之为美也，恶，已；皆知善，（之为善)，此其，不善，已。有无之相生也、难易之相成也、长短之相形也、高下之相盈也、音声之相和也、先后之相随也，恒也。是以圣人，居无为之事，行不言之教。万物作而弗始也，为而弗志也，成而弗居。夫唯弗居，是以弗去也。'帛书版：'天下皆知美之为美，恶矣，皆知善之为善，斯不善矣…为而弗恃也，成功而弗居也。'通行版：'美之为美，斯恶已…为而弗恃，功成而弗居。'差异点：作而弗始/弗志/弗居；此其/斯/訾；弗去/不去。", "terms": [ "帛书版", "关道版", "通行版", "恶矣", "斯不善矣", "此其", "訾", "弗始", "弗志", "弗居" ] }, { "anchor": "ch2-meishan", "title": "美=外在美（审美标准），善=内在美（行为标准）", "gist": "五千多字原本不分章，前后相连，第二章与第三章联系较多。先简解：美是外在美、可理解为审美标准；善是内在美、可理解为行为标准——如此才好进入更深意思。", "terms": [ "美", "善", "外在美", "内在美", "审美标准", "行为标准" ] }, { "anchor": "ch2-tianxiajiezhi", "title": "天下皆知美之为美，恶，已", "gist": "'天下皆知美'：每个人和族群对外在美都有不同的审美标准。'之为美也'：'之'是'到'的意思，到了'为美'的程度或地步；'为美'即刻意装扮或刻意要求他人与自己的审美观点、标准一致。'恶'读wù：就会有人不认可、厌恶、讨厌这一标准。'已'：停止——这种做法应该停止，不是（圣人的）明智之举。", "terms": [ "天下皆知美", "之为美也", "为美", "刻意装扮", "强求一致", "恶", "wu", "已", "停止" ] }, { "anchor": "ch2-jiezhi-shan", "title": "皆知善，此其，不善，已", "gist": "'皆知善'：天下人各自都有其认为妥当的行为方式，每个人和族群都有他们自己的妥善之举。'此其'：偏向'此'而失于'彼'（有的版本作'斯'，道理一样——斯就是'析'，劈成两半分别看；还有版本作'訾'，估量、评判，有所喜有所恶之意）。'不善'：这是不妥善的。'已'：同样应停止。", "terms": [ "皆知善", "此其", "斯", "析", "訾", "不善", "妥善" ] }, { "anchor": "ch2-liudui", "title": "六对相生：有无/难易/长短/高下/音声/先后", "gist": "'恒'（第一章已解——为满月，引申为全面、完备）：有无、难易、长短、高下、音声、先后都是同一事物不同的表现层面，结合在一起才能全面反映该事物的全部意义。辨析'音'与'声'：音是众多事物一起发出的频率（如交响乐）；声是单个事物发出的频率。", "terms": [ "恒", "满月", "完备", "有无相生", "难易相成", "长短相形", "高下相盈", "音声相和", "先后相随", "音", "声", "频率", "交响乐" ] }, { "anchor": "ch2-liangzhongshengren", "title": "关道分圣人两类：天道圣人与地道圣人", "gist": "天道圣人不能有偏颇心，不能厚此薄彼；地道圣人可以有偏颇心、允许一定程度厚此薄彼。举例：假如地球生物面临大毁灭，地道圣人的做法是尽力挽救地球，天道圣人则'随他毁灭'——地道圣人维护的是绝大多数人或生物的利益，天道圣人维护的是整个自然乃至宇宙的平衡。第二章所说的'圣人'指的是天道圣人。", "terms": [ "圣人", "天道圣人", "地道圣人", "偏颇心", "厚此薄彼", "大毁灭", "自然平衡", "宇宙平衡" ] }, { "anchor": "ch2-ju-wuwei", "title": "『居』与『无为』：不折腾，不刻意", "gist": "'居'本义为身体不动，可引申为成法、成药、固定配方、固定标准、坚持的行为原则。'无为'就是不折腾、不干涉，不用主观行为去影响客观规律。整个《道德经》里的'无为'都应作此解：不是什么都不做，而是该怎么做就怎么做，但需丢掉那些'刻意'的'妄为'，不刻意去折腾——有点忘我的意思，就像呼吸心跳一样不是刻意的，而是按天道规律自然而然进行。也就是做天道已经给你安排好的、符合天道的事，不要自己寻思着做。反面例子是'邯郸学步'。", "terms": [ "居", "身体不动", "成法", "成药", "固定配方", "无为", "不折腾", "不干涉", "妄为", "刻意", "忘我", "呼吸心跳", "邯郸学步" ] }, { "anchor": "ch2-buyanzhijiao", "title": "行不言之教：不给出标准的说教", "gist": "'言'：明确的对错判断标准、明确的意义阐述、明确的态度、明确的说法等等。'不言'：就是不给出标准的说教了。", "terms": [ "言", "不言", "不言之教", "标准说教", "对错判断" ] }, { "anchor": "ch2-fuju", "title": "作而弗始 / 为而弗志 / 成而弗居 → 夫唯弗居，是以不去", "gist": "'万物作而弗始'：万物初生，不去'标识'它的初始状态。'为而弗志'：万物生长过程中，也不去'标识'它的中间过程状态。'成而弗居'：万物生长完成后，也不去概括它的整个成长过程，以此作为所谓的'经验'（固定规律）。'夫唯弗居，是以不去也'：'去'是离开、远离——强调不能用既有'经验'指导将来行事或教导他人行事，这样就不会离开'道'了。本章道理在第三章有更进一步的阐释。", "terms": [ "万物作而弗始", "为而弗志", "成而弗居", "弗居", "不去", "标识", "既有的经验", "固定规律" ] }, { "anchor": "ch2-wangcai", "title": "『女子亡才便是德』与经验主义害死人", "gist": "以此会意关道老子之意：'女子无才便是德'应是'女子亡才便是德'——完全没有'女子有才不好'之意，而是说女子有才但像无才一样，这才是德行。有句话叫'经验主义害死人'，读明白这一章就不会再犯类似错误：天底下任何领域都没有什么绝招可以一成不变地永远立于不败之地。'有道无术，尚可为之；有术无道，止于术矣！'——懂得事物自身发展规律，即使尚未掌握技巧方法，也总能根据事物不同阶段所呈现的具体特点，总结出适用于当时情况的方法。", "terms": [ "女子亡才便是德", "女子无才便是德", "经验主义害死人", "有道无术", "有术无道", "止于术", "发展规律" ] }, { "anchor": "ch2-touzi", "title": "落到投资：利润与风险是一对阴阳", "gist": "身边各种投资大神用各种'好用的经验'指导自己、教导别人操作，这与'作而弗始、为而弗志、成而弗居'恰恰相反，远离了投资真正的道理——看上去挺厉害，但没有一个长久的（去年风光无限，今年阴沟翻船，'夫唯居，是以……'即反面教材）。投资必须上升到哲学高度，最考验人性；不懂'道'的自然规律，长久看赚赔只是自己无法把控的概率游戏（'用剑者必被剑所伤'）。投资无非'利润'与'风险'一对阴阳：满脑子利润、忽略'阴中有阳，阳中有阴'，最终摊上的就是风险；反之制定好策略把风险相对控制住，剩下的反而是利润。'夫唯弗居，是以不去'才能'长生久视'。另附关道时点判断（2024年1月）：虽当时股市很差，但未来三到五年有很大机会、超原高点达7000点以上，十年周期破万点也是必然；但不能因此简单投钱进场——牛熊转换期剧烈折腾、五千只票弄不好满盘皆输，且'世易时移，玩法将全然改变'。重点：'弗始/弗志/弗居'不是不让'作/为/成'，而是作了仍能弗始、为了仍能弗志、成了仍能弗居，唯有如此才能不死的过时的'经验主义'上。", "terms": [ "投资", "利润", "风险", "阴阳", "阴中有阳", "概率游戏", "用剑者必被剑所伤", "长生久视", "7000点", "破万点", "牛熊转换", "世易时移", "战略牛市" ] } ], "source": { "kind": "local", "ref": "道德经1-5.docx / 第二章（帛书、关道、通行三版对读 + 逐句串讲）", "access": "private_upload", "origin": "docx" }, "updated": "2026-02-14", "status": "live", "valid_until": "2027-10-04", "review_cadence": "每 12 个月", "boundaries": { "not_for": [ "**不作为投资建议**——文中的市场判断（如『三到五年达 7000 点以上、十年破万点』）是**关道于 2024 年 1 月的时点预测**，已过期且属个人判断，**不构成任何投资依据**", "**不适用于道德经其他章节**——本章的『作而弗始/为而弗志/成而弗居』在第三章有更完整阐释，勿混用", "**不作为『无为』的通用定义**——关道解『无为』为『该怎么做就怎么做，丢掉刻意』，与老庄主流解法有差异" ], "weak_at": [ "**市场预测部分时效性极强且不可验证**——任何具体的点位预测（7000 点、破万点）都应视为记录而非结论", "『女子亡才便是德』的读法属关道会意，**非训诂结论**" ], "requires_human": [ "**任何投资决策必须由人做出并自行承担**——本条目仅提供哲学视角，不构成投资建议，且其中的市场预测已过期" ], "verify": [ "章节版本可自查：帛书本『成功而弗居也』vs 通行本『功成而弗居也』vs 关道版『成而弗居』", "『有道无术，尚可为之；有术无道，止于术矣』为关道引语，非《道德经》原文" ] } }, { "id": "kpub-daodejing-ch3-guandao", "layer": "K_pub", "kind": "knowledge", "title": "《道德经》第三章「关道版」疏解 —— 坤阴之术：一套圣人治天下的柔性方略", "summary": "对《道德经》第三章的逐句疏解，采「关道版」文本。定位：第三章是第二章的延续，讲「术」—— 术分阴阳，本章是老子据**坤阴之道**给出的治天下之阴术（积极刚猛为阳术，柔和退让为阴术）。核心脉络：①「不上贤」反对的是给贤才抬高团体地位（上贤），而非不用贤（用贤）；老子主张「毋用」—— 有限度地用。②「不贵难得之货」是谏统御者勿凭主观喜好抬高稀有价值（区别于自然形成的「物以稀为贵」），涉及名与利的价值观导向。③「不见可欲」的「可欲」即前两句引起的名/利妄欲；关道本无「心」字，因上贤与贵货本身已是心乱之表现，多一心字则重复。④「虚其心，实其腹，弱其志，强其骨」是十二字治国方针：「弱」通「搦」——适度有力按压而非压制死（鱼潜鸟飞、物适其性）；「恒」本意为满月，引申周全完备。⑤「使民亡知亡欲」的「亡」是有选择地丢掉（非「无」）——该知的知、不该知的不知；「弗」是把他人意愿与自己意愿捆绑起来否定，故「弗为」是「大家都别去做」。⑥「亡为」而非「无为」——选择性丢掉妄为，也丢掉毫不作为。关键纠偏：老子是天道追问，被矮化成帝王心术是堕落；关道特点是不偏不倚、不玄化、不杂糅，让老子回归本来面目。", "tags": [ "道德经", "老子", "道家", "关道版", "关尹子", "帝王术", "坤阴之术", "字源考据", "治国方略", "价值观导向", "国学" ], "entities": [ "道德经", "老子", "第三章", "关道版", "帛书版", "通行版", "关尹子", "上贤", "用贤", "毋用", "贵难得之货", "不见可欲", "虚其心", "实其腹", "弱其志", "强其骨", "恒", "使民亡知亡欲", "弗为", "亡为", "无为", "搦", "物适其性", "姜子牙", "伯禽", "周公", "征兵制", "募兵制", "花木兰" ], "relations": [ { "rel": "同系列", "target": "kpub-daodejing-ch4-guandao" }, { "rel": "印证", "target": "kpub-mrs-ev-model" }, { "rel": "属于合集", "target": "collection:道德经1-5关道版" }, { "rel": "承前", "target": "kpub-daodejing-ch2-guandao", "note": "第二章'作而弗始/为而弗志/成而弗居'在第三章有进一步阐释" }, { "rel": "启后", "target": "kpub-daodejing-ch4-guandao" }, { "rel": "同源", "target": "kpub-daodejing-ch5-guandao", "note": "论'圣人之治'与第五章'圣人不仁'互补" } ], "sections": [ { "anchor": "c0", "title": "文本三版对照 + 章节定位", "gist": "并列「关道版」「帛书版」「通行版」第三章文本。定位：第三章是第二章的延续，讲「术」——按关道理解，术是根据道悟出的行事方法。道分阴阳乾坤：乾阳为积极刚猛奋进（阳术），坤阴为消极柔和退让（阴术）。第三章即老子据坤阴之道给出的圣人治天下之阴术。", "terms": [ "关道版", "帛书版", "通行版", "术", "阴术", "阳术", "坤阴之道" ] }, { "anchor": "c1", "title": "「不上贤，使民不争」—— 上贤 vs 用贤", "gist": "「上」是尊崇、重用（直接给高位认可），非「尚」（思想认可/口头赞许）。「贤」本义为雇用 —— 用己财养活顺从自己、为己所用的有才之人（贤从「臣」，「臣」本义为男性奴隶）。「上贤」即尊崇重用顺从己且有才者；「争」即争斗、矛盾对立 —— 以贤为上必以不贤为下，人为分三六九等 → 阶层分化 → 阶级 → 矛盾根源。关键区分：「用贤」（选拔有特长者为团体服务）vs「上贤」（给予高地位或特权）。老子**反对上贤，不反对用贤** —— 可给精神认可、荣誉嘉奖，但不抬高其团体地位。老子的态度是「毋用」：用，但有限度地用。（注：道德经中「无/亡」「不/弗/毋」意思不同。）", "terms": [ "上贤", "用贤", "毋用", "贤", "臣", "争", "名位", "阶层", "无常亡", "弗毋" ] }, { "anchor": "c2", "title": "「不贵难得之货，使民不为盗」—— 名利与价值观导向", "gist": "「贵」甲骨文象形为双手捧物，本义是自以为珍爱（他人是否珍视不重要），作动词即凭自己喜好抬高某物价值。「贵难得之货」与「上贤」结构类似：上贤对象是人，贵货对象是物。「难得」即不易得（物以稀为贵）。「盗」与「争」类似 —— 争是明争（地位），盗是暗夺（财物）。全句：圣人从不凭主观喜好抬高稀有物价值，则民不暗夺偷盗。「上贤」涉名位，「贵难得之货」涉财利 → 二者确立统御者须注意「名」与「利」的价值观舆论导向。诸子百家言论本质都是名与利的价值观导向问题。对照：「路不拾遗」是「重名轻利」（得利则名损）；西方「只有永远的利益，没有永远的朋友」是商业文明基础上的「重利轻名」—— 一体两面，关道只阐明不站立场。重要区分：老子的「不贵难得之货」是对统御者的**谏言**，与自然形成的「物以稀为贵」（市场导向）有本质区别 —— 后者是自然行为，前者若凭个人喜好则成上行下效的误导。", "terms": [ "贵难得之货", "贵", "难得", "盗", "名利", "价值观导向", "路不拾遗", "重名轻利", "重利轻名", "物以稀为贵", "统御者" ] }, { "anchor": "c3", "title": "「不见可欲，使民不乱」—— 关道本无「心」字", "gist": "「见」读 xian，同「现」，显现。「欲」在道德经中恒指多余的贪欲（正常欲求叫「谷」，见第一章）。「可欲」指因上贤与贵货引起的名/利妄欲。关道本无「心」字，通行版作「使民心不乱」多一心字 —— 因上贤与贵货本身就是「心乱」的表现（统御者把心放偏了），统御者心乱则自上而下传导，民亦心乱，终致民之「争」「盗」行为乱。故「不见可欲，使民不乱」是总括前两句：「可欲」含前两句的心乱，「乱」含前两句的行为乱（争名位、盗财利）。多一心字反而重复啰嗦。「乱」即没有秩序 —— 价值观导向造成思想乱，思想乱导致行为乱，进而团体动荡。故统御者须注意价值观导向，这是稳定团体的根本。", "terms": [ "不见可欲", "见xian", "可欲", "欲", "谷", "心乱", "民心不乱", "价值观导向" ] }, { "anchor": "c4", "title": "「虚其心，实其腹；弱其志，强其骨，恒」—— 十二字治国方针", "gist": "前两句「不上贤/不贵难得之货」是统御者从名、利两方面引导民众价值观的具体方法与策略，属思想教育引导层面，故为坤阴之术 —— 目标：该想的想、不该想的不要乱想。此即道德经被称为「帝王术」之由，亦被民国大师斥为统治者阴谋之术。关道态度：老子的智慧只是工具，关键看什么人使用（周易、山海经亦有更甚的朴素道理，见仁见智）。\n「虚其心」：个人修身角度，该想的想该不想的不想（虚心非空心），不让无关杂念占据心 —— 即不强加人民理念。道家治国面对不同风俗民情倡导「从其俗」，不强加统一王道教化，此谓虚其心（非填鸭式「实其心」）。例：姜子牙封齐从其俗，半年即路不拾遗、夜不闭户（指约而易操，事少而功多）；邻国鲁君伯禽（周公长子）行统一王道教化，三年勉强稳定。周公叹：齐必强、鲁必弱，鲁将北面事齐。「从其俗」非各自为政，而是求同存异 —— 共同规则下保持各自风俗，方为天下大治、天下大同的自然方略。\n「实其腹」：都能吃饱（穷生贼心、富长良心；饥民聚众、饱民自危）。虚其心是文化多样性与法规统一性相协调的问题，实其腹是解决温饱 —— 历朝历代社会稳定的两大基石。\n「弱其志」：「弱」通「搦」（nuò），适当有力按压而不死（如握笔搦管，轻则脱落、重则僵化）。大自然对万物亦是「搦」—— 非完全放任也非完全管控（鱼潜鸟飞、物适其性：鱼遵水规、鸟遵天规，同时共遵更大规则如呼吸氧气）。圣人治民亦是搦：该管的管、不该管的不管。道家「弱其志」与儒法统一王道教化的「灭其志」截然不同。「志」即心之向往、欲望目标；弱其志是减弱不切实际的欲望心（该有的叫谷，不该有的叫欲，欲多半因不知足）。\n「强其骨」：让国民有健康体魄。老子建议对国民「弱其志」而非「弱其骨」。关联老子的「强兵毋用」思想（「毋」通「母」，像母性那样有容忍度，超过容忍度发威可毁天灭地）。需知「征兵制」（唐之前，军民一体，如《木兰辞》可汗大点兵）与「募兵制」（唐之后国家养专业军）之别 —— 强兵来自强民，民若弱不禁风岂能成强兵。\n「恒」：本意为满月，无盈亏、不多不少正好，引申为周全、完备。全句：统治者若行此十二字方针，就是最完备周全的政策。", "terms": [ "虚其心", "实其腹", "弱其志", "强其骨", "恒", "搦", "物适其性", "从其俗", "求同存异", "姜子牙", "伯禽", "周公", "谷", "欲", "强兵毋用", "征兵制", "募兵制", "木兰辞", "天下大同" ] }, { "anchor": "c5", "title": "「使民亡知亡欲；使乎知不敢，弗为而已，则无不治」—— 亡/无 与 不/弗 之辨", "gist": "「使民亡知亡欲」：「亡」是丢、有选择地丢（该丢的丢，该保持的保持），非通行本「无知无欲」的全盘。即该让大众知的就让知、不该知的不让知 —— 有选择地公开，而非毫无保留（如「民主自由总是相对的、具体的」）。该有的欲望保留甚至强化，不该有的通过教化疏导消除甚至法律禁止。\n老子核心思想「无为」准确表述应为「亡为」—— 选择性丢掉不该有的行为。故又有「亡为而亡不为」：不要什么都做，也不要什么都不做；丢掉妄为，也丢掉毫不作为。看形势定方法、看情况定策略、看机变定手段。「有为」「不为」都是一体两面之手段：有为是阳性积极进取，不为是阴性隐忍退让；因时因地因人因事因势相机而动、顺势而为才对。老子追问宇宙真理的精神被矮化成帝王心术、统治者控制人的手段，实为堕落；至魏晋黄老之学沦为酒后聊资更不堪。\n「使乎知不敢」：知 = 知道而别人不知者，即「智者」。「敢」甲骨文象形为人手拿武器进攻猎物，本义为采取行动去获取想要的。「不敢」非无欲望，而是有欲却因胆怯或条件不具而暂弃行动。\n「弗为」：为何用「弗」不用「不」？「不」甲骨文象形为鸟飞天上不下来，本义为只代表个人主观意愿的否定；「弗」甲骨文象形为绳捆一捆草，本义为把别人的意愿与自己的捆绑起来加以否定。故「弗为」= 他们都不做 / 大家都别去做。「而已」= 停止。「弗为而已」：民众在圣人教导下形成应有观念、不易被智者蛊惑，那些智者便放弃非分之想、收起不安分的心。\n整句：智者停止蛊惑人心，是因圣人教化得当 —— 民该知的知、不该知的不知，该有的欲有、不该有的没有；即便个别聪明人有非分之想，也只是空想，不具备付诸行动的群众基础。哪些该让民众知道，任何时候都是技术活，看统治者英明程度与政治水平。做好则智者无话、万民顺服；做不好则智者爆黑料、民怨沸腾（儒家表述即中庸，哲学含义相同）。\n「则无不治」：没什么治理不了。「无」在关道中准确表述为「亡有」（失去、丢掉所有）；「亡」是丢掉该丢的、保留不该丢的 —— 二者在不同语境用法不同。", "terms": [ "使民亡知亡欲", "亡知亡欲", "使乎知不敢", "知不敢", "弗为", "不已", "亡为", "无为", "亡为而亡不为", "有为", "不为", "智者", "敢", "不弗之辨", "亡无之辨", "则无不治", "中庸" ] }, { "anchor": "c6", "title": "通篇串联 + 悬而未决的问题", "gist": "总括：老子在第三章给出最完备的治国方略 —— 对人民「虚其心、实其腹、弱其志、强其骨」，则人民安然自得于自身智慧能力范围内的快乐安逸，不再有非分之想，别有用心者知难而退。实现此方略，须从「名」「利」「欲望」三方面进行正确的价值观教育与思想疏导；抓住根本则无不治。\n悬案：老子「虚其心、弱其志」是否愚民思想？此话题留待第 65 章「古之善为术者，非以明民、将以愚之」详细阐述；但把「弱」通「搦」讲清，已可解除不少干扰。\n关道传承：创始人即传承老子思想的**关尹子**。特点是不偏不倚、不过分抬高也不贬低、不玄化、不拿别家思想与个人思考混杂创新老子 —— 只让老子回归本来面目。宗旨：出世为智者、入世做强者，最不济也能做阳光自信的明白人 —— 看透一切、了然于心、豁达智慧；心有光明，自然不卑不亢、不怒自威、气定神闲，虽身在世俗却能超然物外。", "terms": [ "关尹子", "关道", "虚其心弱其志", "愚民思想", "第65章", "明民愚之", "出世入世", "本来面目" ] } ], "source": { "kind": "cloud", "ref": "用户上传：道德经第三章关道版.docx（会话附件，沙箱只读路径 /root/uploads/）", "access": "云端只读引用，不落原件；结构化摘录即本记录。全文另见附件原文件，按需只读。" }, "updated": "2026-10-04", "status": "live", "valid_until": "2027-10-04", "review_cadence": "每 12 个月", "boundaries": { "not_for": [ "**不作为治理政策的正当性论证**——『虚其心实其腹弱其志强其骨』是道家政治哲学，**不可直接用于评价或设计现代公共政策**", "**不适用于 AI 系统设计**——虽有『弱其志』与当下『抑制意图』的表面相似，但二者的目标（人心 vs 模型对齐）完全不同，强行类比是幸存者偏差" ], "weak_at": [ "『圣人治天下』的具体制度设计（如『使民心一/亲/竞/变』的阶段论）**无历史数据支撑**，属哲学推演" ], "requires_human": [ "涉及公共政策、技术伦理的判断**须由具备相应资质的人做**——AI 不应从本条目推导政策结论" ], "verify": [ "章节版本可自查：帛书本『使民无知无欲』vs 通行本『使民心不乱』" ] } }, { "id": "kpub-daodejing-ch4-guandao", "layer": "K_pub", "title": "《道德经》第四章「关道版」疏解 —— 以字源与古礼制还原老子原意", "summary": "对《道德经》第四章的逐句疏解，采「关道版」文本。核心方法：回到甲骨文/金文字源与上古礼制，纠正通行版与后世成语化误读。主要结论有四：①「冲」是清浊二水交汇之中线，「用」是器实（装满）之意，「道，冲而用之，有弗盈也」是在讲道的阴阳/有无统一性与不可分割性；②「其」指代所作用的对象（外物），非指自己 —— 故「和光同尘」不是藏锋自修的境界，而是描述道能対外融通万物的功能；③「媅」（非「湛」）义为丰足持久带来的安逸安乐，即庄子所谓逍遥；④「象帝」出自上古以象牙占卜之礼，指能让象牙显纹的「天帝」（创世神），「象帝之先」谓道比创世神更早。全文用「始／母／宗／先」四字共同锁定道的最初、最元点特性。", "tags": [ "道德经", "老子", "道家", "字源考据", "甲骨文", "古礼制", "易学", "帛书", "国学" ], "entities": [ "道德经", "老子", "第四章", "关道版", "帛书版", "通行版", "冲", "用", "渊", "宗", "祖", "媅", "湛", "象帝", "彖辞", "象牙占卜", "和光同尘", "元神", "胎光", "阴阳和合" ], "relations": [ { "rel": "印证", "target": "kpub-mrs-ev-model" }, { "rel": "属于合集", "target": "collection:道德经1-5关道版" }, { "rel": "承前", "target": "kpub-daodejing-ch3-guandao" }, { "rel": "启后", "target": "kpub-daodejing-ch5-guandao", "note": "'道冲而用之'之'冲'与第五章'兽于中'之中同源" }, { "rel": "回应", "target": "kpub-daodejing-ch1-guandao", "note": "'道冲而用之'与第一章'谷也（阴阳交合端口）'同一字源思路" } ], "sections": [ { "anchor": "s0", "title": "文本三版对照", "gist": "并列「关道版」「帛书版」「通行版」三版第四章文本，为后续疏解立底本。关道版：「道，冲而用之，有弗盈也，渊。呵！始也，万物之宗也！锉其锐，解其纷，和其光，同其尘，媅。呵！似或存？吾不知谁子也，象帝之先！」", "terms": [ "关道版", "帛书版", "通行版" ] }, { "anchor": "s1", "title": "「道，冲而用之，有弗盈也，渊」—— 统一性与不可分割性", "gist": "「冲」＝二中也，本义清浊二水交汇处，引申为中线；「用」是「桶」的本源字，本义为容器装满（器实曰用），非「使用」；「盈」是装满无隙。整句谓：把天下清浊（阴阳）之水全汇来也填不满道 —— 道拆出阴阳、有无后再组装回去就不完备了，因倒腾中有看不见的「蒸发」。此为纠正学《道德经》常见的「阴阳/有无对立割裂」之误。末字「渊」形容道之完备深邃、无穷无尽。", "terms": [ "冲", "用", "器实曰用", "盈", "渊", "阴阳", "有无", "统一性", "不可分割性", "令狐冲", "任盈盈", "风二中" ] }, { "anchor": "s2", "title": "「呵！始也，万物之宗也」—— 祖与宗之辨", "gist": "「呵」为感叹。「始也」谓道是天地的开始。辨「祖」与「宗」：祖是供奉祖先的牌位（具体实物/那根棍），宗是供奉祖先的房屋（宗庙/强调空间）。老子描述道用「始／母／用／宗」等字，皆为表示空间的词 —— 提示要用立体、多维度的思维认识道。与第一章「天地之始」「万物之母」类同，只换了表述。", "terms": [ "呵", "始", "宗", "祖", "宗庙", "万物之宗", "空间性" ] }, { "anchor": "s3", "title": "「锉其锐，解其纷」—— 道的形而下的两大作用", "gist": "关键在「其」字：应解为所作用的对象（一切锐利之物、一切纷乱之事），不是自己 —— 常见误读是「把自己当石头如切如磋」，即被 PUA 式理解。此二句仍属形而下层面：道能把「锐不可当」的锐利锉钝，能把杂乱线头一根根理清。", "terms": [ "锉其锐", "解其纷", "其", "锐不可当", "形而下" ] }, { "anchor": "s4", "title": "「和其光」—— 灵光与阴阳和合之乐", "gist": "「光」非日月星（古人称之为「明」）亦非火（「亮」），而特指人头顶之光，即元神「胎光」，属人眼可视范围（400–760nm）之外。「和」即阴阳和合：肉体上表现为皮肤毛发的健康光泽，能量上表现为顶光级别提升。修道修的是一个「和」字，而非「纯阳」；所谓「纯阳」（灵光）实为阴阳和合之产物。阴阳和合之果为「乐」—— 佛家极乐、道家长乐、基督教喜乐皆此；大自然凭阴阳和合之乐推动雌雄繁衍。修道要「役物而不役于物」，凭自身阴阳二气得乐，不假外求。", "terms": [ "和其光", "光", "胎光", "元神", "阴阳和合", "纯阳", "灵光", "役物而不役于物", "乐", "极乐", "长乐", "喜乐" ] }, { "anchor": "s5", "title": "「同其尘」—— 出世与入世", "gist": "「同」是把外在事物召集聚拢到身边（《周礼·春官·大宗伯》「时见曰会，殷见曰同」）。「尘」指一切世俗事物。「同其尘」与「和其光」相反：向外求、向外感召索取，与外界一切相交合。若「和其光」是出世，「同其尘」即入世；二者皆为修道不可或缺，不可偏颇 —— 没有深刻的入世，难有清新脱俗的出世。于修身为「兼济天下」，于道是能融通万物。", "terms": [ "同其尘", "同", "周礼", "会", "出世", "入世", "兼济天下", "融通万物" ] }, { "anchor": "s6", "title": "道之四作用 + 「媅」字辨（非「湛」）", "gist": "「锉其锐，解其纷；和其光，同其尘」论道之四用：①对抗一切侵害 ②解决一切麻烦 ③于内自性圆满、独善其身 ④于外融通万物、兼济天下。末字应作「媅」（读 dān），义为所需一切丰厚持久带来的安逸安乐（无愁、无惧、无忧），庄子称「逍遥」；用「湛」不妥，因湛与上文「渊」意近（皆状道之深邃），而此句状的是道之「无所不能」—— 因道无所不能，使用者方能遂愿而达逍遥。", "terms": [ "媅", "湛", "逍遥", "道之四用", "独善其身", "兼济天下" ] }, { "anchor": "s7", "title": "「呵！似或存」—— 感叹疑问", "gist": "以疑问口气表感叹：「啊，这么好的东西，真的存在吗？」", "terms": [ "似或存" ] }, { "anchor": "s8", "title": "「吾不知谁子也，象帝之先」—— 象帝与象牙占卜考", "gist": "「象帝」考据：上古占卜最早用象牙而非龟甲（后因气候变迁大象南迁才改用龟甲）。象与中国文化渊源极深：舜耕历山用象、舜弟发明「象刑」、河南简称「豫」即人牵象、《易经》卦辞名「彖辞」（彖＝被割象牙之象，故最初卦辞刻于象牙）。用象牙之由：王安石「象牙感雷而文生」—— 天将打雷象先感而牙生纹，据纹可测天气，故象牙最能感通天地；且须野象（圈养者失灵性，称「夋」，音 cūn，为「俊」的本源字，俊＝材千人）。「象帝」即能让象牙显纹的天帝（戴天之「帝」≠人间之「王」；帝＝代天立言、掌话语权），与西方「上帝」（创世神）义类。「象帝之先」谓道比造化天地的象帝更早 —— 老子已用「始／母／宗／先」四字锁定道的最初、最元点特性。", "terms": [ "象帝", "象牙占卜", "龟甲", "彖辞", "彖", "舜", "象刑", "豫", "夋", "俊", "王安石", "帝", "王", "代天立言", "上帝", "始母宗先" ] } ], "source": { "kind": "cloud", "ref": "用户上传：道德经第四章关道版.docx（会话附件，沙箱只读路径 /root/uploads/）", "access": "云端只读引用，不落原件；结构化摘录即本记录。全文另见附件原文件，按需只读。" }, "updated": "2026-10-02", "status": "live", "valid_until": "2027-10-04", "review_cadence": "每 12 个月", "boundaries": { "not_for": [ "**不作训诂定论**——『渊兮似万物之宗』的『宗』字训读、以及『道冲』之『冲』与『中』互训，皆属关道字源路径", "**不适用于中医诊断**——涉及『和其光同其尘』与中医的类比属修法语境，非临床指引" ], "weak_at": [ "本章的『圣人』解为「天地圣人」而非传统注解的「有道之君」，**此为关道的独特读法**，需读者自行判断是否接受" ], "requires_human": [ "字源训读的取舍**须由人决定**——AI 呈现多种读法即可，不应替人裁决" ], "verify": [ "章节版本可自查：帛书本『道冲而用之或不盈』" ] }, "kind": "knowledge" }, { "id": "kpub-daodejing-ch5-guandao", "layer": "K_pub", "kind": "knowledge", "title": "《道德经》关道版 · 第五章：天地不仁，以万物为刍狗", "summary": "关道版第五章逐句串讲，全篇最关键的一句被误读最深。核心：(1)『仁』是人与人之间相互依存、需要对方认可才能成立的互补交互关系（告子'仁内也，义外也'；《礼记》'上下相亲谓之仁'）；天地不仁即天地从不主动付出、也不需要回报，用的是另一套法则——'皇天无亲，惟德是辅'，上天给的都一样，阳光雨露靠自己吸收。(2)『刍狗』不是猪狗畜生，而是刍物祭祀/刍灵，是生祭的代替，古人认为草扎之物同样有灵；天地视万物如刍灵，让其在自然界自由生息自化——刍灵成精要靠自己漫长自修。(3)『天地之间其猷囮篧与？虚而不淈。遑而俞出者多闻，数穷。不若兽于中。』囮é是捕鸟圆网、篧huò是捕鱼方篓，指天圆地方的天罗地网；猷是极狡猾难捕的小动物；俞出即想尽办法逃出；数穷即万事万物都无能为力。结论：不如『兽于中』——守住最最关键的位置。(4)『中』非几何中心，而是最恰当、可兼顾四方的关键点；又通'冲'；'兽'通'守'。(5)身内展开：人体脑九宫中心为泥丸宫，'一宫两殿'左阳右阴，故道主张善恶一体论；胞中是精卵和合点、万脉之源，才是真正的'丹田'，古称祖窍、玄关；针灸365经穴对应365络穴今仅存15个，另有郗谷穴（小者为郗、大者为谷）。(6)内乐与外乐之别；前殿（脑宫）心安理得，回后宫才享受逍遥之乐；'兽于中'即'再建天地'、自建道境，实现出世入世的自由（化境）。关道结论：道德经提供了一个开放的大模型、万能工具、无往而不利的利器。", "tags": [ "道家", "道德经", "关道版", "第五章", "字源考据", "仁", "刍狗", "囮篧", "兽于中", "守中", "中医学", "脑九宫", "胞中", "内乐", "道境", "祭祀" ], "entities": [ "老子", "关道", "曹操", "徐庶", "刘备", "孙乾", "告子", "孔子", "商汤", "夏桀", "周武王", "殷纣王", "张老三" ], "relations": [ { "target": "collection:道德经1-5关道版", "rel": "part_of" }, { "target": "kpub-daodejing-ch4-guandao", "rel": "follows" }, { "target": "kpub-daodejing-ch4-guandao", "note": "'兽于中'之中通'冲'，第四章'道冲而用之或不盈'同一字源", "rel": "cross_ref" }, { "target": "kpub-daodejing-ch1-guandao", "note": "䖵为阴阳和合之物、泥丸藏元气，与第一章'有物䖵成'呼应", "rel": "cross_ref" }, { "target": "kpub-daodejing-ch3-guandao", "note": "论'圣人之治'与本章'圣人不仁'互补", "rel": "cross_ref" } ], "sections": [ { "anchor": "ch5-sanbanben", "title": "三个版本对读：猷囮篧 / 橐龠 / 橐龠", "gist": "关道版：'天地不仁，以万物为刍狗；圣人不仁，以百姓为刍狗。天地之间其猷囮篧与？虚而不淈。遑而俞出者多闻，数穷。不若兽于中。'帛书版：'天地之间，其犹橐龠舆？虚而不屈，动而愈出。多闻数穷，不若守于中。'通行版：'天地之间，其犹橐龠乎？虚而不屈，动而愈出。多言数穷，不如守中。'关键差异：囮篧/橐龠、淈/屈、遑而俞出/动而愈出、多闻/多言、兽于中/守于中。注意：竹简本《道德经》用的也是'囮篧'一词，后被专家转解成'橐龠'。", "terms": [ "帛书版", "关道版", "通行版", "猷囮篧", "橐龠", "虚而不淈", "虚而不屈", "遑而俞出", "动而愈出", "多闻", "多言", "兽于中", "守于中", "竹简本" ] }, { "anchor": "ch5-ren", "title": "『仁』字三层义：仁是不需要回报以外的交互成立", "gist": "第一句最熟悉也误会最深，两个关键字是'仁'与'刍狗'。通行解读把'仁'当成好/仁爱、'刍狗'当成猪狗畜生，于是整句变成'天地和圣人都不仁义，把万物百姓当畜生圈着'——这是错的。'仁'先举例：电视剧《三国演义》中曹操囚徐庶母以迫徐庶来投；孙乾献计让刘备强留徐庶以促曹操杀徐母，刘备说'使人杀其母而我用其子，是为不仁也；留之不使去，以绝其母子之道，是为不义也'——道出仁与义之别。告子：'食色性也。仁内也，非外也。义外也，非内也。'仁的三层：①人与人之间是不可完全分割、不可完全独立的相互依存关系（孤阴不生、孤阳不长）；②两人本质无高低贵贱，但到实际社会环境就有高下、尊卑、亲疏远近——如父母子女，若爱是对方厌恶的反而适得其反，以为'仁'在对方看就是压迫；③古文'仁'还有一种变形是上'千'下'心'，表示心的迁移、将心比心，把对方所需、自己的真心给予对方。总结：'仁'是两个互相依存、相辅相成的人之间建立利益或感情上的互补关系；两个对象之间互利互惠的交互行为才叫仁——我的付出是希望对方给予回报的（哪怕只是感情上的认可），得不到回应就不叫仁。《礼记》'上下相亲谓之仁'。仁与德内涵相通，都需对方认可才成立，故'仁德'常连用。另一角度：利益有关者夸你是仁，利益无关者夸你就是义。", "terms": [ "仁", "义", "刍狗", "徐庶", "刘备", "孙乾", "告子", "食色性也", "仁内义外", "孤阴不生", "孤阳不长", "将心比心", "千心", "上下相亲谓之仁", "仁德", "互利互惠", "回报" ] }, { "anchor": "ch5-tiandi-buren", "title": "天地不仁、圣人不仁：天地不与人做交易", "gist": "天地和圣人从不去主动付出什么，也不需要万物、万民回报什么。天地和圣人不需要跟人做人与人之间那种互动方式的交易，天地用的是另一套法则。", "terms": [ "天地不仁", "圣人不仁", "不需要回报", "另一套法则", "不做交易" ] }, { "anchor": "ch5-chugou", "title": "刍狗 = 刍物祭祀/刍灵，不是猪狗畜生", "gist": "祭祀文化最初用活体生物祭祀，叫'生祭'；后逐渐发展成'刍物祭祀'来代替生祭——用假的某器物形状代替原来的实物（兵马俑、石像等），民间则用草扎、纸糊。刍物祭祀是最古老习俗，几乎与生祭同时产生：有钱有地位有条件的用得起生祭，普通人家用刍物祭祀。所以用生祭也好、刍物也罢，内心是一样的——不是用猪牛羊就诚心、用刍物就是糊弄；其实生祭也是'代替'的意思，祭祀本质是奉献自己，但自己还有任务、还有事，只好用长子、臣子、奴隶、牛羊来代替，后来就用刍物。刍物又叫'刍灵'：古人并不认为草扎的人和牲畜就没有灵性，心里认为跟活物是一样的，所以才敢用它们代替活物祭祀。", "terms": [ "刍狗", "生祭", "刍物祭祀", "刍物", "刍灵", "兵马俑", "石像", "草扎", "纸糊", "代替", "奉献自己", "灵性" ] }, { "anchor": "ch5-chuling-zihua", "title": "刍灵、自化与『皇天无亲，惟德是辅』", "gist": "日精月华、风霜雨露等天地灵气，都是天地自然规律，不是刻意为某物特地发生的，这都是天地的'不仁'之举；刍灵成精是个漫长自修过程，靠自己的努力吸日精月华、风霜雨露为我所用才成功。好比天地和圣人造化万物万民：天地造化万物就是生成万物，然后让万物在自然界自由生息繁衍；圣人管理万民也把万民当刍物，让万民自化。这就是'皇天无亲，惟德是辅'——天地不跟人做交易，跟人与人之间不一样：人做得对，道就不远人；做得不对，亲儿子也不中。西方说上帝降雨给义人也给不义的人——阳光雨露靠各自吸收，上天给的都一样，没有偏私。警示：千万不要以为刍灵文化就对了——那是对祭祀本源意义的矮化和曲解，已失去本意。", "terms": [ "日精月华", "风霜雨露", "天地灵气", "不仁之举", "刍灵成精", "自修", "自化", "皇天无亲惟德是辅", "上帝降雨", "义人与不义", "无偏私", "矮化曲解" ] }, { "anchor": "ch5-zhou-zuo", "title": "其猷囮篧与：囮是捕鸟圆网，篧是捕鱼方篓", "gist": "说清万物在天地间的存在状态后，老子说'天地之间其猷囮篧与？'通行本作'橐龠'，竹简本《道德经》用的也是'囮篧'，后被专家转解成'橐龠'。'囮'读é，一种捕鸟的网子、圆圈围成的网；'篧'读huò，一种捕鱼的网子、竹子编成的四四方方的鱼篓。囮篧指代天圆地方的天罗地网；'囮'还可引申为'化生'、'育化'，指万物在天网之内生息繁衍。'其猷'：其指代万物在天地之间的情势；'猷'本义是一种非常狡猾、非常小心谨慎、非常难以捕获的小动物。'猷囮篧'就是猷在囮篧中的意思——天地之间蕴藏万物，就像罗网扣住的一些小动物。这是个反问句，表示强烈的肯定。", "terms": [ "其猷囮篧与", "囮", "e", "捕鸟网", "篧", "huo", "捕鱼篓", "天圆地方", "天罗地网", "猷", "小动物", "化生育化", "反问句强肯定" ] }, { "anchor": "ch5-xuerbuhu", "title": "虚而不淈 ≈ 天网恢恢，疏而不失", "gist": "'虚而不淈'一句类同于后文'天网恢恢，疏而不失'。万物在天地之间就像笼中鸟、池中鱼、圈养的牛羊，可以在里面繁衍生息，但没有缝隙和漏洞可逃离出去。", "terms": [ "虚而不淈", "天网恢恢疏而不失", "笼中鸟", "池中鱼", "缝隙漏洞", "逃不出去" ] }, { "anchor": "ch5-shuqiong", "title": "遑而俞出者多闻，数穷：万事万物都无能为力", "gist": "'遑'本义是慌张、急迫地走，这里是惊慌不定、想要逃掉的意思——小动物被网罩住后第一反应一般是这种样子。'俞'本义是空心的树木，掏空后能做独木舟，引申为能利用的各种手段、各种交通工具；'俞出'即想尽各种办法、利用各种工具试图逃出去。'多闻'就是我听说的多了（通行本作'多言'）。'数'读shuò，屡屡的，每一个、每一次，也可解释成所有的；'穷'本义是身在狭小洞穴内、不得舒展、有劲儿使不出，神情窘迫又无能为力。故'数穷'可解释成万事万物都无能为力、都做不到。一个'遑'字非常形象地描绘了万物万民在囮篧内的各种不安全感、各种奔波劳累、各种贪生怕死、重生恶死（如衣食住行、疾病伤灾的患得患失）。", "terms": [ "遑", "慌张急迫", "俞", "空心木", "独木舟", "俞出", "多闻", "数", "shuo", "穷", "狭小洞穴", "无能为力", "不安感", "重生恶死" ] }, { "anchor": "ch5-shouyuzhong", "title": "兽于中：兽字通『守』，中通『冲』", "gist": "野兽通过撒尿、拉屎等手段留下气味圈出自己所属领地，然后站在中心，这样才兼顾四面八方、心里才踏实。所以'兽'字在古代又通'守'字。'中'又通'冲'（前面聊过'道冲而用之'）——清水浊水交汇处，引申为中心、中间、最关键的位置。注意：这里的'中'绝不是几何意义上的中心点，而是最恰当、最佳的、可以兼顾四面八方的某一个点，可通俗理解为最最关键的关键点。'兽于中'就是守住最最关键的位置。全句老子之意：天地之间就好像个天罗地网，万物就像被困在网内的小动物，惊慌失措想要逃出去；可这天罗地网看上去虽不密实，却没有漏洞，想逃是办不到的——不如安守在最关键的地方。", "terms": [ "兽于中", "兽通守", "中通冲", "领地", "气味", "中心", "道冲而用之", "清水浊水", "关键点", "兼顾四方" ] }, { "anchor": "ch5-xianfo-chunyang", "title": "得道仙人、纯阳也都逃不出阴阳", "gist": "有书友问：老子这话是针对普通万物吧？得道仙人可以跳出三界外、不在五行中，不就可以跳出吗？答：道是一个阴阳和合的'䖵'物，所以再高的仙也必然是阴阳二气和合体，再厉害的佛也难逃因果——即便跳出三界五行、六道轮回，也脱离不了阴阳二气范畴。又问：阴阳不能逃脱吗？不是可以修'纯阳'吗？答：所谓'纯阳'就像现代科学所说的真空——哪里有什么绝对真空？真空不空都是相对概念。纯阳也是阴阳和合体，只不过程度层次不同，都是阴中有阳、阳中有阴，要明白'孤阳不生，独阴不长'的道理。既然都不能脱离阴阳二气，那该怎么办？老子说'不若兽于中'——像一只兽那样找到自己领地的一个中心点、一个最恰当的关键位置来兼顾四方。既然无物不阴阳，那么从阴阳概念看这个'中心点'是否也分阴阳？必然。野兽的'中'其实也分两部分，且每部分功能截然不同：分别是'兼顾……'。", "terms": [ "三界外", "五行中", "阴阳和合", "䖵物", "因果", "纯阳", "真空不空", "相对概念", "孤阳不生", "独阴不长", "中分阴阳" ] }, { "anchor": "ch5-zhongyong", "title": "致中和、中庸之道、执中用两", "gist": "致中和、中庸之道、执中用两等概念说的也是这个'中'。中医的'中'不是几何上的绝对中心，孔子的'中'也不是'平均'。这个点很重要，对人生观、价值观、世界观都有影响。", "terms": [ "致中和", "中庸之道", "执中用两", "中医", "孔子", "非平均", "三观" ] }, { "anchor": "ch5-kai-vs-bi", "title": "关版 vs 通行：开放式结论 vs 封闭式结论", "gist": "通行版第五章大意：天地之间大概就像鼓风吹火的风箱吧？内部空虚但永不匮乏，越鼓动越产生更多的风。人说话太多往往使自己走投无路，倒不如保持内心虚静、缄口不言。关道无意评说孰对孰错，只关心其带来的影响。个人理解关版与通行版最大不同在于：一个给出的是开方的结论，另一个给出的是封闭的结论——一个给人以出路、让人积极；另一个勉励人安分守己、坐等终老。关道提出的'守中'是有积极意义的，在后世发展中形成了实践意义。", "terms": [ "橐龠", "风箱", "虚静", "缄口不言", "开放式结论", "封闭式结论", "出路", "安分守己", "守中的积极意义" ] }, { "anchor": "ch5-naojiugong", "title": "脑九宫与泥丸宫：一宫两殿，善恶一体论", "gist": "人为万物之灵，人的身体就是整个宇宙的都城、是神器。体内有一个皇城，分前殿和后宫：前殿是人的大脑，道家称之为'脑宫'。脑宫又被划分为九个部分，像九宫图那样，叫'脑九宫'，又叫'囟内九宫'——说是九宫图，其实从3D立体看是八宫包围着中宫。脑九宫的中心宫叫'泥丸宫'，而泥丸宫又是一分为二的，'一宫两殿'，左阳右阴，好像皇帝的金銮殿文东武西。泥丸宫（金銮殿）是一切政令的始发地，用现代医学理念说就是思想产生的地方。把思想里的善恶以阴阳二性来定义，则泥丸宫的一宫两殿就是阴阳齐备的。故道既反对人性本善论、又反对人性本恶论，主张'善恶一体论'——而这个善恶一体又是分层次的：如在无极混沌时期无所谓善恶，只有到太极阴阳两分时期才有论善恶的意义。故无善无恶论与可善可恶论……", "terms": [ "万物之灵", "宇宙都城", "神器", "皇城", "前殿", "后宫", "脑宫", "脑九宫", "囟内九宫", "泥丸宫", "一宫两殿", "左阳右阴", "金銮殿", "文东武西", "善恶一体论", "人性本善", "人性本恶", "无极混沌", "太极两分" ] }, { "anchor": "ch5-baozhong", "title": "胞中：精卵和合点，万脉之源，真正的『丹田』", "gist": "人体的所有经络，包括五脏六腑、血管神经等一切，都是从这个点发育出来的。把精胞比作一粒种子，卵胞就是土地；种子要吸收营养需在土地扎根——'胞中'就是精胞在卵胞扎下的根。这个根为何在人体内？人体分前后黑白两面，若沿黑白交际线从上到下一剖为二，就形成前后两片。人体任督二脉形成前后阴阳的闭环经脉体系：'任脉'以人体前中线为主干、枝杈向两侧辐射，可说由卵胞之气在精胞之体上增生而成；'督脉'以人体后背脊柱为中线、枝杈向两侧辐射，由精胞为主体发育而成。任督二脉像两棵不同根系的大树，一个根于卵胞、一个根于精胞，主干前后既独立又在上下两端相交，枝杈在中间也互相交合——从上到下这部分交汇面就是'冲脉'（也是一个面）。'胞中'才是上古道学修法体系里真正的'丹田'所在，而非现在任脉上那个丹田穴点。因胞中是精卵最初的和合点、人体的万脉之源，故称'祖窍'（元始之窍）、'玄关'（最最紧要之关）；古人用'关窍'别称胞中，是为强调其在修法方面的重要性。", "terms": [ "胞中", "精胞", "卵胞", "种子", "土地", "任脉", "督脉", "冲脉", "闭环经脉", "丹点", "丹田", "万脉之源", "祖窍", "玄关", "关窍", "黑白交际线" ] }, { "anchor": "ch5-zhongyi-zhenjiu", "title": "中道之医：365经穴/365络穴/郗谷穴", "gist": "中道之医是中国仅存的合道之术，是道的实践的活标本，但也是七零八落、所剩无几。如针灸理论：现在中医大致还有穴道365个，还有一个膏肓穴，时有时无、几年出现一次，象于闰。其实这365个穴道是'经穴'、最重要的，还有与其对应的365个'络穴'，现在仅存15个；现在发现的三四百个'境外奇穴'就是原来的络穴，已经比较混乱。另还有一套'郗谷穴'，存留的比如然谷、太溪穴等——郗谷穴其实不是一个个点，而是人体内的一道道沟壑，小的叫'郗'，大的叫'谷'，是人体筋膜之间……", "terms": [ "中道之医", "合道之术", "针灸", "365经穴", "365络穴", "膏肓穴", "象于闰", "境外奇穴", "郗谷穴", "然谷", "太溪", "沟壑", "郗", "谷", "筋膜" ] }, { "anchor": "ch5-neile-waile", "title": "内乐与外乐：丹田胞中点是乐感的激发点", "gist": "用现代医学概念说，那都叫'中枢神经兴奋'；而中枢神经兴奋是在大脑产生的，这好理解。但乐感产生的起始点、激发点或导火索在哪里？其实就是这个'丹田胞中点'。只有找到这个点，体会到阴阳二元之气在这里的激荡，才能真正体会到修法层面那个所谓的'长乐'。这个'长乐'与现代医学所说的中枢神经兴奋还是有区别的，其区别或许只能用'阴、阳'或'内、外'来定义：现代医学所谓的中枢神经兴奋只是'外乐'，而修法产生的乐是'内乐'。就好像吃酸梅体会到的酸，和心酸感觉到的酸，虽都叫酸其实有别。这个内乐是内在的真乐，又叫逍遥、惬意、意乐、衎乐等；外乐都是表面的假乐，又叫欲乐、骄乐、华乐等。但这种阴阳内外之乐又是一种对立统一关系，不到一定层次或许很难分得清。这个'兽于中'的'中'、所谓最恰当的关键位置……", "terms": [ "中枢神经兴奋", "长乐", "内乐", "外乐", "真乐", "假乐", "逍遥", "惬意", "意乐", "衎乐", "欲乐", "骄乐", "华乐", "酸梅", "心安" ] }, { "anchor": "ch5-zhou-xing-tuoshan", "title": "思想的革命是革命的先导；前殿心安，回后宫才享逍遥", "gist": "一切的革命都是思想的革命——决定社会发展的不是技术，那是表面，根本还是文化。革命要成功，第一要务在于解放思想，思想解放是伟大革命的先导。如汤武革命：商汤推翻夏桀建立商朝、周武王推翻殷纣王建立周朝，他们的行为是'以臣弑君'还是'以有道伐无道'？成功的前提是先解决这个思想问题——若总以为是'以臣弑君'，思想就胆怯、行为就畏首畏尾，自身如此更别说手下，那就没有战斗力；若坚信这是'以有道伐无道'，就会大义凛然、正气浩然，行为勇敢坚定大无畏，跟从的人自然也有势不可挡的战斗力。这只是比喻：对于身外的'兽于中'而言，需要解决的思想问题，就是做到'周行妥善'后的心安理得。前殿事情处理好了、心安理得了，回后宫才能舒心享受逍遥之乐；前殿事情处理不好，回后宫也糟心，看似享乐其实只是外乐。", "terms": [ "思想的革命", "解放思想", "汤武革命", "商汤", "夏桀", "周武王", "殷纣王", "以臣弑君", "以有道伐无道", "周行妥善", "心安理得", "逍遥之乐", "大义凛然" ] }, { "anchor": "ch5-daojing", "title": "兽于中 = 再建天地、自建道境、出世入世的『化境』", "gist": "老子要我们'兽于中'，就是要我们'再建天地'，自建一个属于自己的'道境'。进入自己再建的这天——道境后，外面的冬夏春秋、风霜雪雨、天地仁与不仁、圣人仁与不仁，与我又有何干？我们这个世界假定是某个造物主创造的，他在这个世界内会恐慌吗？当然不会。就好像我们自己造了一座房子，想进去休息就休息、想出去玩乐就玩乐：进去休息叫出世，出去玩乐叫入世。这个世界的造物主只造了我们这个世界，我们这个世界之外可能还有另外的世界；造物主也会像我们出入自建房屋那样，出世或入世。能够自由出世、入世的，道学里叫'化境'。当我们能实现'兽于中'时，其实就实现了出世、入世的自由，就达到了这种'化境'。结尾拉回现实（'我家那五百块钱的账，张老三还等着呢'）：这个'中'无处不在——中医抓到了就成了中医的理法方药（其实是道理法方药），就能治病；兵家抓到了就能打仗还能打胜。我们面对的问题的'中'在哪里？这需要继续学道德经，真正认识道的门在哪里，用它这把钥匙开启，进入其中。", "terms": [ "再建天地", "道境", "造物主", "出世", "入世", "化境", "自由出世入世", "理法方药", "道理法方药", "兵家", "张老三", "道的门" ] }, { "anchor": "ch5-jielun", "title": "结论：道德经是一个开放的大模型、万能工具", "gist": "以上为关道对《道德经》第五章的解读。收束句：定睛看去，道德经给我们提供了一个开放的大模型、提供了一个万能工具、一柄无往而不利的利器——果然是高段位的东西。", "terms": [ "开放的大模型", "万能工具", "无往而不利", "利器", "高段位" ] } ], "source": { "kind": "local", "ref": "道德经1-5.docx / 第五章（帛书、关道、通行三版对读 + 逐句串讲）", "access": "private_upload", "origin": "docx" }, "updated": "2026-02-14", "status": "live", "valid_until": "2027-10-04", "review_cadence": "每 12 个月", "boundaries": { "not_for": [ "**最高风险条目：内含大量中医与现代神经科学的混合论述，严禁用于任何医疗用途**——『泥丸宫一宫两殿左阳右阴』『胞中是真丹田』『365 经穴对应 365 络穴今仅存 15 个』等**均无现代医学证据支持**；『络穴只剩 15 个』的数据来源不明，与中医教材数据不符", "**不作训诂定论**——『仁』的三层义、『刍狗=刍灵』『囮篧=天罗地网』皆关道独特读法，尤其『囮篧』二字，主流释读作『橐龠』（风箱）", "**不适用于任何形式的占卜或命理决策**——文中涉及『兽于中』的方位选择，属修法范畴" ], "weak_at": [ "**中医与道学部分（胞中/脑九宫/内乐外乐）是本条目最薄弱的部分**——概念自成体系但无外部可验证性，且『臟象』与『神经中枢兴奋』的类比在解剖学上不成立", "『关版与通行版最大的不同在于一个开方结论、一个封闭结论』是关道本人的价值判断，非学界定论" ], "requires_human": [ "**任何健康问题必须咨询有资质的医师，本条目绝不可作为诊断或治疗依据**", "涉及中医与道学体系的概念取舍**须由人判断**——AI 呈现原义即可，不应替人把哲学论述读成生理事实" ], "verify": [ "句式争议可自查：通行本『多言数穷，不如守中』vs 关道版『遑而俞出者多闻，数穷，不若兽于中』——『獸』通行本作『守』，关道据古字通假", "『囮篧 vs 橐龠』可自查：郭店楚简帛书用字与通行本差异" ] } }, { "id": "kpub-daodejing-yinzi-guandao", "layer": "K_pub", "kind": "knowledge", "title": "《道德经》关道版 · 引子：让圣光重启", "summary": "关道版《老子五千言》领读笔记的开篇。核心命题：传统文化的根脉在天道，传承在人。文章把道德经的来历追到根上——从'河'即银河、汉族之'汉'亦指银河的训读起，串起上古传音通言（音重于形）、星书斗文、结绳记事、伏羲天索易、炎帝连山易、黄帝归藏易、仓颉造字、五帝递降、颛顼绝地天通、大禹九鼎，一直到老子做周太卜、携道西出函谷关、传道于喜（文始真人）而成五千言。结论：道德经是喜的家族两千余年传下的版本，是全人类经典，读它要用'天下的原则'，勿做巫师，要做归正本源的颛顼大帝，让圣光重启。", "tags": [ "道家", "道德经", "关道版", "老子", "字源考据", "天道传承", "传统文化", "上古史", "文始真人", "版本学" ], "entities": [ "老子", "喜", "文始真人", "伏羲", "炎帝", "神农氏", "黄帝", "仓颉", "少昊", "颛顼", "尧", "舜", "禹", "周幽王", "姬朝", "姬臼", "孔子", "庄子", "韩愈", "岐伯", "郭德纲", "关道" ], "relations": [ { "target": "collection:道德经1-5关道版", "note": "合集引子，统领第一至第五章", "rel": "part_of" }, { "target": "kpub-daodejing-ch1-guandao", "rel": "precedes" }, { "target": "kpub-daodejing-ch3-guandao", "rel": "elaborates" }, { "target": "kpub-daodejing-ch4-guandao", "rel": "elaborates" } ], "sections": [ { "anchor": "yinzi-yinhe", "title": "河不是黄河，是银河——汉族的『汉』也是银河", "gist": "开篇即破通行解释：古文中'河'不是特指黄河，而是天上银河；'汉族'之'汉'同样指银河（银河全称河汉，汉形容星星之多、漫无边界）。中华民族是'来自星星的民族'，老奶奶说人老了变成星星回天上，不是迷信而是传统文化根脉的残存。警句：不要把民俗当文化，不要把文化民俗化，要看见大道，让圣光重启。", "terms": [ "河", "汉", "银河", "河汉", "汉族", "来自星星的你", "民俗", "圣光重启" ] }, { "anchor": "yinzi-daochu", "title": "道这个字是老子拈出来的", "gist": "天垂象，圣人则之。道这个字是老子拈出来的——老子给'妙有真源'赋予了一个名。老子自己也说'强曰为道'，很勉强，因为道甚大、意义太丰富、不好命名。但老子拈出'道'字，已做到人之极致，应为之鼓掌。上古之时圣人一直在行道传道，人民奉有道者为君；'天子失道'在古代意味着掌权合法性没有了。", "terms": [ "道", "天垂象", "妙有真源", "强曰为道", "天子失道", "合法性" ] }, { "anchor": "yinzi-chuanyin", "title": "上古音重于形：全球通言与传音命名法", "gist": "三皇时期已有文字，但载体与今不同，交流更多靠说话，且'人人都能听懂'——上古文字音比形更重要。文字载体只掌握在少数人（祭祀、君王）手里，民间的载体是天文：以天为幕布把文字写在天上，即'星书斗文'。余下的人靠口口相传。后世'全球通言'乱了语言，这不是文明而是'乱了'。民间传音之法的证据：布谷鸟上古可能叫'不汩'/'bugu'，纯取其叫声；寒号鸟爷爷辈还叫'寒'（han单字）。山海经'其鸣自叫'即此事的诚实记录。", "terms": [ "音重于形", "全球通言", "口口相传", "星书斗文", "传音命名", "布谷", "不汩", "寒号鸟", "山海经", "其鸣自叫" ] }, { "anchor": "yinzi-jiesheng", "title": "从结绳记事到绳文：谁绳在手话在口，谁就是主", "gist": "人口变多、分开居住后语言风俗渐变、方言雏形出现，文字雏形随之登场（有人视为文明发煌，有人视为大倒退、产生巨大鸿沟，见仁见智）。文字非一蹴而就：最早是结绳记事，绳是文字最初的重要载体，主要作用是把上古圣人领受于上天的天道传给天下人——先传首领，再由首领告诉身边人。'谁绳在手，话在口，谁就是主'。伏羲时为破'拉一堆绳子'的不便，把绳文中的精华检索分类、整理精神，遂有图画（大写意画的猪、鱼，几百个）加抽象符号来传达天道——越上古越容易懂，小孩子都能看懂。", "terms": [ "结绳记事", "绳文", "绳在手", "方言", "图画", "抽象符号", "检索分类" ] }, { "anchor": "yinzi-sanyi", "title": "三易递变：天索易→连山易→归藏易", "gist": "伏羲传承的是'天索易'（一易），语序还原即'索天易'，代表把握了宇宙全部规律。伏羲为三皇后期大官、父系雷泽与母系风雨两族之后（成语'雷厉风行'即形容伏羲家族权威之状）。伏羲之后是炎帝神农氏：驯牛、发现茶、创制发扬中药，重新整理伏羲的八卦资料而成'连山易'，此期为承载天道的载体。炎帝之后是黄帝：人文初祖，创制后世文字（划时代），另有车、指南针、中医等发明，更将连山易整理演为'归藏易'。载道载体（绳文→八卦→连山易→归藏易）一直在变，天道不变。", "terms": [ "天索易", "索天易", "伏羲", "雷泽", "风雨", "雷厉风行", "连山易", "归藏易", "神农氏", "黄帝", "人文初祖" ] }, { "anchor": "yinzi-cangjie", "title": "仓颉造字与图书传承：孔子识字九斗六", "gist": "黄帝创制文字的前身（仓颉造字），是世代传承天道的榜样——发明'图'与'书'作为载体把天道记录下来传下去。孔子识字九斗六、传于弟子整八斗，弟子造就五车书，从此'学富五车''才高八斗'。一石粟约十万粒，反观今日汉字是多还是少？黄帝之后是白帝少昊（伏羲之孙，奉鸟为图腾）；伏羲另一子少典奉风蛇为图腾，专责文字传承与历史记录。少昊好游历，中原时间少，有羽人国传世。", "terms": [ "仓颉造字", "图书", "孔子", "识字九斗六", "学富五车", "才高八斗", "少昊", "白帝", "少典", "羽人国", "图腾" ] }, { "anchor": "yinzi-jueditiantong", "title": "五帝递降与颛顼绝地天通", "gist": "三皇都是大巫（头头是道、左右是法），到五帝只能亦步亦趋、剩个死壳子；随时代更替天道逐渐不彰，大巫变小巫，小巫变骗子。黄帝之后，内经多次记载人进入'以妄为常'的状态，思想境界不行、寿命变短——这是人失道的具体表现。黄帝为此请教岐伯；上位者失道则权力失去合法性，下位者失道则活着没有根由。黄帝阐明中医'能治标不能治本'，因为道已失去。颛顼帝见乱不止，开展轰轰烈烈的灭巫运动，史称'绝地天通'，重新整理天道——其改革给人的深刻启发是：天道传承过程中是会出问题的。", "terms": [ "大巫", "以妄为常", "岐伯", "黄帝内经", "治标治本", "颛顼", "绝地天通", "灭巫", "天道传承" ] }, { "anchor": "yinzi-yaoshunyu", "title": "尧舜禹：从道治到德治的降格", "gist": "尧承颛顼之后格局太大，拼命举贤（山西五老峰五老或即那时贤才），五老给尧的是天道智慧与载体（洛书河图），盼尧如伏羲般传承天道；尧自认力有不逮，年纪轻轻便到处找接班人。尧不敢称帝、降称'天子'。'二年成邑，三年成都'见其令德。三皇五帝讲道，尧舜禹讲德——道已式微，此为孔子所说'大道既隐'的时代（而非夏朝家天下时）；此时是'虽未病但有病因了'。庄子曰：黄帝治天下使民心一，尧使民心亲（有爱有恨、有亲有疏），舜使民心竞（有高下、有竞争），禹使民心变（就打起来了）。气候也坏：海水倒灌、大雨滂沱、浩浩怀山襄陵。", "terms": [ "尧", "天子", "五老峰", "洛书河图", "二年成邑三年成都", "大道既隐", "庄子", "使民心一", "使民心亲", "使民心竞", "使民心变", "浩浩怀山襄陵" ] }, { "anchor": "yinzi-jiuding", "title": "大禹九鼎：天道载体从绳到鼎", "gist": "禹继绝地天通交付尧之后再次作为：分天下为九州，制九鼎，把禹时代所能理解的天道以图与铭文铸于鼎上，九鼎遂被誉为天下代表、长期在人王手中保管。直到秦始皇改'天子'为'皇帝'时剧烈改革，天道更远、人欲更强，九鼎失落。因禹对天道传承有大作为，天下奉其为大禹、神禹，禹家族影响力至大，天子位不敢再传异姓，遂成家天下。总结：皇者自王也；帝是献祭者、相当于大祭祀——三皇到五帝即'皇→帝'的降格。", "terms": [ "大禹", "神禹", "九州", "九鼎", "秦始皇", "天子改皇帝", "皇", "帝", "献祭者", "家天下" ] }, { "anchor": "yinzi-daomai", "title": "道脉总纲：传载方式在变，天道不变", "gist": "伏羲八卦、颛顼绝地天通、大禹九鼎，无一不是天道的承载物——承载方式在变，天道不变，背后的天道才是本质。韩愈'吾师道也'，道才是根本。今天提传统文化复兴，根就在这里：传的就是这个能统御万事万物的天道；它来自天上，先人通过观天象以执天行，从未离开过。结论：勿忘天道，不要做伏羲后世的巫师，要做归正本源、头戴干戈的颛顼大帝，把华夏的表校准调好，让圣光重启。", "terms": [ "承载物", "天道不变", "韩愈", "吾师道也", "观天象", "执天行", "传统文化复兴", "颛顼大帝", "表准" ] }, { "anchor": "yinzi-laozitaibu", "title": "老子与周太卜：携道西出函谷关", "gist": "西周末期（公元前五世纪）老子登场。老子姓老名耳，'聃'是谥号，不事张扬、确是隐君子。其职为周太卜，管的还是天道传承那些事——夏亡太卜载天道信物归商，商亡载归周，到周幽王时老子做太卜又遇同类情形：幽王二子姬臼与姬朝，本该传姬朝，但姬臼母族势大，老子遂带姬朝与天子传承物（书籍等）奔楚；九鼎带不动留在西周。这意味姬臼失去即位的合法性。从此天道信息由一而百、细碎不完整，帝王掌握不了，天下遂入春秋战国。老子完成太卜使命后逃离中原，紫气东来、骑青牛直奔函谷关——被褐怀玉，因为承载物都没了，只剩九鼎与他这位掌握天道信息最全的人。", "terms": [ "老子", "老聃", "谥号", "周太卜", "天道信物", "周幽王", "姬臼", "姬朝", "奔楚", "紫气东来", "青牛", "函谷关", "被褐怀玉" ] }, { "anchor": "yinzi-xi-wenshi", "title": "传道于喜：面试三天三夜，青羊肆授大道", "gist": "关令尹喜——函谷关负责人，相当于今海关关长，还是个寻道之人，走'以武入道'路子、武艺造诣极高。老子不轻传：与喜聊了三天三夜（先面试），让喜思考这几天所聊，若觉路子对，到蜀中青羊肆（一说成都青羊宫）来找我。喜认真考虑三个月，着了迷，海关关长也不当了，起身赴青羊肆跟老子学道。老子赐名'文始'（以前练武、现在学文），即后世道家文始真人，有《文始真经》传世。喜把函谷关老子所聊整理成五千余字，即《老子五千言》。", "terms": [ "喜", "尹", "关令尹喜", "以武入道", "三天三夜", "蜀中青羊肆", "青羊宫", "文始真人", "文始真经", "老子五千言" ] }, { "anchor": "yinzi-banben", "title": "版本学：通行版/河上公版/帛书版/郭店竹简版", "gist": "流行版本：通行版（在王弼版基础上由儒家依皇帝需要编纂）、河上公版（道家内部使用，被很多'妖道'改了不少）、帛书版（新中国马王堆出土，分道经与德经）、郭店竹简版。通行版与帛书版相差七百多字。关道观点：若以道解经，哪个版本都不影响读。并借'皇帝、天子、王、主'的讨论提出治理阶段说——皇与帝是道治（按规律办事），天子人王是德治，主是法治。", "terms": [ "通行版", "王弼", "河上公版", "帛书版", "马王堆", "道经", "德经", "郭店竹简", "以道解经", "道治", "德治", "法治" ] }, { "anchor": "yinzi-jiaofa", "title": "三种教法：以道教、以德教、霸王硬上弓", "gist": "以道做教育：把最终答案直接告诉你，并带你按答案去实践，让你验证心证与实践是否都对。以德教法：考据引用，像写论文，给你个'我也不究竟'的结论再引前人证据以理服人，至于其中妙用老师也没体验过。再往下一层就是霸王硬上弓：告诉你记下来背过，对你没坏处，这个社会就这样。古人教育都是教统治者而非老百姓——统治者弄明白做好了，老百姓跟着做就好（孔子'其身正不令而行'）；现在的教育是教老百姓了。中国叫道德礼法，西方叫金银铜铁泥，都是形容治理的演化过程。", "terms": [ "以道教", "以德教", "霸王硬上弓", "心证", "考据引用", "其身正不令而行", "教统治者", "道德礼法", "金银铜铁泥" ] }, { "anchor": "yinzi-chaoliu", "title": "喜的家族两千余年传本与『白白得来白白舍去』", "gist": "上古无国（'国'只是单位），也没有东西方，只有'天下'的概念——老子五千言是全人类的经典，故关道以后聊道德经都按'天下的原则'。所分享版本是喜的家族两千多年传下来的版本：道德经本就是喜的祖先整理的，喜是受益者，深知五千言的分量，令家族一代一代传承。关道自述'有幸参与其中，得到这些信息'，并守'白白的得来也要白白的舍去'之训。", "terms": [ "上古无国", "天下", "全人类经典", "天下的原则", "喜的家族", "两千余年传本", "白白得来白白舍去" ] }, { "anchor": "yinzi-dao-xuan", "title": "道的层面与玄的层面：可传而不可授", "gist": "文本分层：道的层面是天道规律，很多不可证明但可以实践，不讲理、不怎么人性化、比较天性化。玄的层面是无法用文字表述的——'我知道但我没办法让你知道，你知道你也没办法表达出来'，所谓'可传而不可授，可得而不可知'。玄是一条绳子（一束丝），如胎儿脐带能与母体联系、支取营养；如插上电就有电用，看不到摸不着，插上就有，连不上就没反应；电还能用电笔测，玄的部分只能用人这个仪器测。可比量子纠缠——两个量子纠缠即取得联系，可传递信息能量且不用时间。", "terms": [ "道的层面", "玄的层面", "可传而不可授", "可得而不可知", "脐带", "通电比喻", "量子纠缠", "人的仪器" ] }, { "anchor": "yinzi-zhidao-rongyi", "title": "知道与容易：两道入门的关口", "gist": "内经岐伯'上古之人，其知道者，法于阴阳，和于术数'，最要紧的点在'知道'——你不知道，你就做不来。中国人的思路沉淀在语言里：俗话常说'知道了，知道了'，又说'容易、容易，能容易，就容易了'；感觉过得不容易，可能是因为'不容易'。'道'与'易'是关键——道是不变，易是不停地变。自问：自己知道吗？自己能容得下易吗？这就是入门的关口：函谷关是个关口，这里也是个关口；能知道、能容易，就过关入门了。", "terms": [ "知道", "容易", "法于阴阳", "和于术数", "岐伯", "道不变", "易变", "关口", "过关", "入门" ] } ], "source": { "kind": "local", "ref": "道德经1-5.docx / 引子：让圣光重启（老子五千言领读笔记）", "access": "private_upload", "origin": "docx" }, "updated": "2026-02-14", "status": "live", "valid_until": "2027-10-04", "review_cadence": "每 12 个月", "boundaries": { "not_for": [ "**不作为学术训诂依据**——「河=银河」「可=河流+口」「谷读爻」等属关道个人训读，与主流释读存在差异（如通行本『常无欲』vs 关道版『恒无，谷也』），学术引用须核对马王堆帛书原文与王弼注本", "**不作为『关道版』之外的版本**——本条目只覆盖喜的家族两千年传本，不含河上公版、郭店竹简版的差异对照", "**不用于医学诊断**——文中「向内发现岐伯之气用绵长」「脑九宫泥丸宫藏神」等属道学修法论述，非现代解剖学或临床指南" ], "weak_at": [ "上古史部分（伏羲演八卦、炎帝连山易、黄帝归藏易、九鼎）**多为传说层与制度层的混合推断**，缺同时代考古实证支撑；「仓颉造字」的具体年代与过程学界无定论", "「全球通言」「星书斗文」等上古传播形态**无出土文献直接印证**，属基于音义训读与民俗材料的合理推想" ], "requires_human": [ "若要采信其中的史实性论断（如某发明归属于某圣人），**须由人比对考古报告与史料**——AI 不应替你判断传说与史实的边界" ], "verify": [ "训读争议可自查：帛书版原文见马王堆汉墓帛书甲乙本释文（高华健、张政烺校释），通行本见王弼《老子道德经注》", "版本学差异可自查：agents.md 无关；应查《老子道德经》帛书释文与《文始真经》传承记载" ] } }, { "id": "kpub-discovery-layer-gap", "layer": "K_pub", "kind": "trace", "title": "试错记录 · 我以为做了 llms.txt 就等于被 AI 发现，2026-10 实测不是", "summary": "给委中放血那条资产补边界时，顺手查了自家出口的采纳现状，结果不太好：llms.txt 全网采用率约 10%（SE Ranking 分析 30 万域名），且去掉该变量后 AI 引用预测准确度反而上升；Google 搜索团队公开表态不支持、主要 AI 搜索爬虫直接绕过 llms.txt 抓 HTML。同时自查发现站点 schema.org 标记出现 0 次、无 robots.txt。**结论：llms.txt 是 B2A（对代理）基础设施，不是 GEO（被 AI 搜索引用）杠杆。** 我们此前把「有 llms.txt」当成发现层已完成，判错了。这是一次由自查触发的机制性纠错。", "tags": [ "发现层", "llms.txt", "GEO", "B2A", "Schema.org", "JSON-LD", "robots.txt", "答案型页面", "FAQPage", "AI搜索", "AI引用", "被调用即存在", "K层", "自我纠错", "试错记录" ], "entities": [ "SE Ranking", "Google 搜索团队", "Gary Illyes", "GPTBot", "ClaudeBot", "PerplexityBot", "OAI-SearchBot", "Google-Extended", "Cursor", "Claude Code", "Windsurf", "Cline", "Cloudflare AutoRAG", "Mintlify", "Shopify", "Answer.AI", "Jeremy Howard", "MRS-EV K 层" ], "relations": [ { "rel": "印证", "target": "kpub-hardcore-K", "note": "「不可被发现 = 不存在」这一条在自家站上被验证了 —— 只是失效方向是「以为被发现了，其实没有」" }, { "rel": "印证", "target": "kpub-wei-zhong-bloodletting", "note": "给健康内容补边界时顺手查出口，才撞见这个缺口 —— 补内容与补发现层是同一件事的两面" }, { "rel": "同构", "target": "kpub-agents-md-convergence", "note": "同一条规律的两次显现：格式之争的终局是「谁的名字成了公共词汇」；而 llms.txt 的结局可能是「谁压根不读它」。标准不是靠发布赢的，是靠被消费赢的" }, { "rel": "落点", "target": "kpub-two-phase", "note": "炼化端做得越足，发现端不通就越是「无源之水的另一种形态」—— 内容在，管道堵" } ], "sections": [ { "anchor": "chufa-xiangjian", "title": "怎么撞见的：给一条健康资产补边界，顺手查了自家出口", "gist": "给「委中穴放血」那条资产写完 `boundaries` 四栏后，我意识到一个问题：**这条资产做得再硬，AI 能不能搜到它？** 于是去核实 llms.txt 的采纳现状——结果发现我们把「有 llms.txt」当成发现层已完成，这是个误判。**补内容与补发现层是同一件事的两面**：我一直在炼化端加码，却没检查流通端的管道通不通。", "terms": [ "发现层", "炼化", "流通", "补边界", "自查", "误判" ] }, { "anchor": "lujianshu-shiji", "title": "llms.txt 的 2026 实况：约 10% 采纳，与 AI 引用无统计相关", "gist": "多个独立来源交叉核实：SE Ranking 分析 30 万+ 域名，采用率约 10.13%，且在 AI 引用预测模型中**去掉 llms.txt 变量后准确度反而提升**——即该变量是噪声而非信号。Limy 追踪 5 亿+ LLM bot 流量事件，发现 GPTBot / ClaudeBot / PerplexityBot / OAI-SearchBot 几乎从不请求 /llms.txt，直接解析 HTML。全球 84.4 万站点已创建该文件（2025 底），2026 继续增长。**但增长的是文件数量，不是引用概率。**", "terms": [ "SE Ranking", "10.13% 采纳", "84.4 万站点", "5 亿 LLM bot 流量", "GPTBot", "PerplexityBot", "统计无关", "噪声而非信号", "引用概率" ] }, { "anchor": "shui-du-jia-chi", "title": "谁在读、谁不读：分界线在「代理」与「搜索」之间", "gist": "**在读（B2A 成立）**：IDE 编码代理 Cursor / Claude Code / Windsurf / Cline —— 被指向文档站时主动抓 llms.txt 当低 token 上下文地图；MCP 文档服务器（Context7 / LangChain mcpdoc / Mintlify）把它当发现清单；Cloudflare AutoRAG 有文档记载的主动抓取行为；企业自建 RAG 管线常拿它当种子列表。**不读（GEO 不成立）**：ChatGPT、Claude.ai、Gemini AI Overviews、Perplexity 均无公开确认消费；Google 明确不支持并建议不被索引。**这个分界线决定投入方向：把内容对准「会被代理读」的场景，不是对准「会被搜索引擎引」的场景。**", "terms": [ "B2A", "GEO", "上下文地图", "低 token 索引", "MCP 文档服务器", "AutoRAG", "AI Overviews", "Google 不支持" ] }, { "anchor": "women-de-que-que", "title": "Google 明确说不用 —— 一个行业共识崩掉的样本", "gist": "2026-01，Google 搜索团队回应社交平台疑问，称 llms.txt **并非官方认可**。更值得注意的是过程：Google 的内容管理系统一度支持该文件并写进开发者文档，几周后又迅速移除。搜索团队的 Gary Illyes 称 Google 不会使用该文件，还认为它可能无用，建议开发者设为不被索引。**这说明什么**：一个格式的存亡不由撰写者投票决定，而由最大消费方是否读决定。Cloudflare / Anthropic / Perplexity / ElevenLabs 都在发布，但发布意愿 ≠ 被消费意愿。", "terms": [ "Google 搜索团队", "Gary Illyes", "内容管理系统", "开发者文档", "官方认可", "建议不被索引", "最大消费方" ] }, { "anchor": "jiancecha-luokuo", "title": "自查结果：robots.txt 无、schema.org 出现 0 次", "gist": "查自家站 `/workspace/mrs-ev-site/`：**没有 robots.txt**，`grep -c schema.org` 在 index.html 与 deck/k.html 上**均为 0**。也就是说 K 层的出口是**裸的** —— 有结构化索引、有 llms.txt、有页面，但没有一份告诉爬虫「可以抓、抓哪个、多久抓一次」的准入文件，也没有一份让搜索引擎/AI 无需解析 DOM 就能理解页面语义的标记。**K 层把「可被机器检索」写进了铁律，站点侧却没做。** 抽象与实现脱节，跟 v1.6.1 那次「schema 写了不跑」是同一种病，只是换了器官。", "terms": [ "robots.txt", "schema.org", "JSON-LD", "grep 0 次", "抽象与实现脱节", "准入文件", "爬虫", "同一种病" ] }, { "anchor": "san-chu-luo-di", "title": "三处落地：准入、标记、答案型页面", "gist": "按「投入产出比 × 不确定性」排序，一次做三件：① **robots.txt** —— 显式 Allow GPTBot / OAI-SearchBot / ClaudeBot / PerplexityBot / Google-Extended 等，并附 sitemap.xml。这是十分钟的活，没理由不做。② **Schema.org JSON-LD** —— index.html 挂 WebSite + SearchAction；k.html 挂 WebSite + CollectionPage + Dataset；答案页挂 FAQPage + Article。**K 页面那 15 条资产标记是运行时从 index.json 生成的，不写死 HTML** —— 写死就会和资产记录漂移，同一个错刚犯过。③ **答案型页面** —— 「委中穴放血对皮肤病有效吗」，先给结论再给分界，配 FAQPage 标记。这类页面在 AI 答案里的被引概率远高于一篇结构完整的索引，因为它直接对上提问。", "terms": [ "robots.txt", "Allow", "sitemap.xml", "WebSite", "CollectionPage", "Dataset", "FAQPage", "Article", "SearchAction", "运行时生成", "答案型页面" ] }, { "anchor": "jiao-xun-luo-di", "title": "纪律：答案型页面不得新增未核实主张", "gist": "写答案页时最容易犯的错是「为了答案更好看」而编疗效、编病例、编数据。所以立一条硬约束：**答案页内容全部来自 K 资产记录，无新增健康主张**。委中页的每个问答都能对回 `kpub-wei-zhong-bloodletting` 的某一段。FAQPage 里那 5 组问答尤其危险 —— 它是**最容易被 AI 直接抽取播报**的结构，一旦其中一句失准，误差会被规模化复制。所以边界信息（不能自行操作、病名错位、来源是二次转述）被刻意写进了 FAQ 的答案文本里，而不是只放在页面角落。", "terms": [ "无新增主张", "编数据", "FAQPage 风险", "直接抽取播报", "规模化复制", "边界写进答案文本" ] }, { "anchor": "ding-lun", "title": "结论与下一步判断标准", "gist": "**llms.txt 是 B2A（对代理）基础设施，不是 GEO（被 AI 搜索引用）杠杆。** 我们的 K 层定位本来就更接近 B2A —— 内容是给智能体读的，不是给人搜的 —— 所以 llms.txt 该留；但**发现层的重心必须从「给 AI 一个文件」转到「给 AI 一个可解析的站点」**。判断下一步做得好不好，不看有没有文件，看一个数：**被 AI 引用/被抓取的次数**。这个数现在拿不到统计，所以只能先做确定的（robots、JSON-LD、答案页），再看是否有人抓。这是本条目的最终价值：它是一份**该盯的指标清单**，不是一个可以宣布完成的成就。", "terms": [ "B2A ≠ GEO", "发现层重心", "可解析的站点", "被抓取次数", "指标清单", "不能宣布完成" ] } ], "source": { "kind": "cloud", "ref": "SE Ranking 2026 全站分析（约 30 万域名）；Limy LLM bot 流量追踪（5 亿+ 事件）；citeflow.io / crawloria.com / gruenberg-digital.de / useneedle.net 2026 现状综述；Google 搜索团队 2026-01 公开表态；百度百科 LLMs.txt 条目", "access": "public_web", "origin": "web" }, "updated": "2026-10-06", "status": "live", "valid_until": "2027-04-01", "review_cadence": "每 3 个月（AI 发现层标准更迭最快，须盯「是否有大厂开始读 llms.txt」这一信号）", "boundaries": { "not_for": [ "**不可作为「要不要做 GEO/SEO」的决策依据** —— 本条描述的是 llms.txt 这一种格式的现状，不构成对整体生成式引擎优化投入的判断", "**不可反推「AI 不会引用本站」** —— 已核实的是「主流 AI 搜索爬虫不请求 /llms.txt 这个文件」，不等于它们不抓本站 HTML、不引用本站内容。HTML 仍是主通道，llms.txt 只是被绕过的旁路", "**不适用于编程工具以外场景** —— Cursor / Claude Code / Windsurf / Cline 读 llms.txt 是因为它们需要省 token 地导航文档；内容型站点没有这种需求，收益逻辑不同" ], "weak_at": [ "**采纳率数字来自第三方统计，口径不明** —— SE Ranking 的「10.13%」与 Limy 的流量追踪是独立来源，但两者都只覆盖公开可观测的爬虫行为。私有爬虫、内部代理、企业网关的抓取情况不可见，实际使用面可能高于或低于此数", "**「与 AI 引用无统计相关」是相关性结论，不是因果结论** —— 不能反推「有了 llms.txt 就一定不会被引」；只能说在现有数据里它不构成可测量的增益", "**结论有时效性** —— 本条描述的是 2026-10 的状态。llms.txt 的存亡取决于消费方行为，一旦某家大厂开始在生产推理中读取，结论应立即推翻。**这也是 valid_until 只给到 2027-04 的原因**", "**本站的抓取数据完全缺失** —— 全部结论都是关于行业外部的，**我方站点被 AI 抓取/引用的实际次数一项都没有**。缺这个数，就无法判断本条方案是否真的有效，只能判断「做的是确定该做的事」" ], "requires_human": [ "投放资源优先级由人决定 —— 「先补发现层还是继续加资产」是取舍判断，不是技术判断", "若要以「AI 引用量」为考核指标，需人先选定统计方式（服务器日志 / 第三方监控 / 人工抽查），且接受初期无数据的事实" ], "verify": [ "**核实 llms.txt 采用率**：SE Ranking 官网 2026 年度报告（自述覆盖 30 万+ 域名）", "**核实爬虫是否请求 llms.txt**：Limy 发布的 LLM bot 流量分析；或自建日志观测 GPTBot / ClaudeBot / PerplexityBot 的请求路径分布", "**核实 Google 立场**：Gary Illyes 2026-01 的公开表态；Google Search Central 官方文档中是否收录 llms.txt 相关说明", "**核实本次改动的有效性（关键，且现在做不到）**：上线后 1-3 个月，检查服务器日志里 AI 爬虫对 /k/index.json 的抓取次数、以及 /answers/ 页面的抓取情况。**没有这个数，本条方案就只是「应该有用」**", "**反证检查**：若某天发现有明确数据表明 AI 搜索开始引用 llms.txt 内内容，本条的核心结论即被推翻，应立即重写并升版本" ] } }, { "id": "kpub-hardcore-K", "layer": "K_pub", "title": "硬核资产（K）—— AI 入口时代占住流通端", "summary": "AI 接管调用入口后，问题从『抢流量』变成『怎样被 AI 调用』。答：得有一份结构化+索引化的知识资产。分两层：K_pub 橱窗（可见，让 AI 知道你）与 K_pri 货架（价签可见、内容不外露，成交后才交付）。推论：不能被机器检索的能力等于不存在；可被检索却未定价的私有资产等于送。", "tags": [ "AI调用", "K_goods", "valid_until", "五层模板", "可证伪性", "定价", "成交", "时效", "橱窗", "流通端", "知识库", "货架", "边界" ], "entities": [ "K_pub", "K_pri", "硬核资产", "被调用即存在", "定价权", "AI助手" ], "relations": [ { "rel": "属于", "target": "kpub-mrs-ev-model" }, { "rel": "补充", "target": "kpub-two-phase" }, { "rel": "负向验证", "target": "kpub-discovery-layer-gap", "note": "『不可被发现 = 不存在』的失效方向：不是没做内容，是做了内容但没做管道" } ], "source": { "kind": "inline", "ref": "对话直接输入（2026-10-02）", "access": "已整理入内核 Memory.md 第十一之二节" }, "updated": "2026-10-02", "status": "live", "valid_until": "2027-04-04", "review_cadence": "每 6 个月", "boundaries": { "not_for": [ "**K 不是内核，也不是知识管理系统的通用方案**——它是一套『让 AI 能检索并调用你的资产』的做法，不是 Notion/Obsidian 类工具的替代", "**K_pri 的『成交后注入』机制至今零实例**——pri/ 目录为空，货架设计未被真实交易检验", "**不适用于「把一切都公开」的场景**——K 明确分 pub/pri 两层，不分层的做法与本条目相悖" ], "weak_at": [ "**「AI 会主动检索你的 K」这个前提尚未被验证**——目前 index.json/llms.txt 是我们假设 AI 会读的出口，实际被 AI 调用的次数**至今为零**", "**定价权交给 AI 助手是用户定的，未经市场检验**——『算价归 AI、成交也归 AI』在缺少真实交易场景时无从判断对错" ], "requires_human": [ "**K_pri 的成交与否须人确认**（形态同 distill.py 的候选机制）——资产的确权与定价是人的主权", "上架/下架（维护机制）虽可自动，但**下架真实资产的决定应由人做**" ], "verify": [ "可自查 `python3 _schema/kindex.py`，输出会报整理校验、标签/实体/术语统计与时效体检结果" ] }, "sections": [ { "anchor": "k-goods-2026-10", "title": "K 三形态齐备：料 / 迹 / 货（2026-10-05）", "gist": "K 层最初只有两个形态：knowledge（料，可检索复用的结构化知识）与 trace（迹，AI 编不出来的可验证行为记录）。2026-10-05 补上第三形 goods（货）—— 纯要换的交付物。首个实例是户外素描折叠画板的五层模板（发现/信任/成交/履约/数据），11 个片段。它同时暴露了原 schema 的两个洞：①没有 valid_until（时效）——AI 引用过期信息比不知道更糟，因为它会照着错的做而责任归你；②没有 boundaries（边界）——只讲优点的资产等于广告，AI 无法判断「这个用户适不适合用它」，于是不敢推荐。两字段已入 schema 并带体检（过期报⚠、临期报⏳、空 boundaries 报错），索引新增 freshness 反查表。14 件资产已全部补录。**K 至此三形态齐备：料（送认知）、迹（送可验证性）、货（要换）。**", "terms": [ "K_goods", "goods", "货", "五层", "发现层", "信任层", "成交层", "履约层", "数据层", "valid_until", "时效", "过期", "boundaries", "边界", "可证伪性", "freshness", "复核节奏", "人工闸门", "可验证的不确定性", "最小启动包", "户外画板" ] } ], "kind": "knowledge" }, { "id": "kpub-live-compliance", "layer": "K_pub", "kind": "knowledge", "title": "直播准入与合规红线 —— 大学生开直播能做什么、不能做什么", "summary": "为「K_pri 首件做直播间形态」这一决策做的准入核实（2026-10-06）。结论分两层：**年龄不是障碍**（抖音/快手/B站 14-18 岁区间均可实名开播，普通直播 0 粉丝门槛）；**真正的门槛是内容类目**——医疗健康类目几乎全平台要求职业资质，且明文禁止「绝对化疗效用语」「未经验证的偏方古方」「高危且易被模仿的医疗内容详细教学步骤」。这直接决定了 K_pri 首件不应选健康赛道。另核实：微信视频号医疗类账号**禁止带货**，且健康科普资质需公立三甲在职医师。", "tags": [ "直播", "准入", "合规", "实名认证", "年龄门槛", "医疗健康", "资质", "绝对化用语", "偏方", "平台规则", "视频号", "抖音", "快手", "B站", "K_pri", "形态选择", "红线" ], "entities": [ "抖音", "快手", "小红书", "Bilibili", "微信视频号", "网络直播营销管理办法（试行）", "未成年人保护法 第七十六条", "视频号医疗健康行业公约", "视频号健康科普类直播准入标准", "国家广播电视总局", "市场监管总局" ], "relations": [ { "rel": "落点", "target": "kpub-venue-lineage", "note": "本条是「K_pri 首件选直播间形态」这条建议的可行性核实 —— 结论：形态可行，但赛道选择受合规约束，不能选健康" }, { "rel": "印证", "target": "kpub-wei-zhong-bloodletting", "note": "反证：若把该资产内容搬进直播间，命中「绝对化用语」（所有皮肤病）与「高危易模仿的医疗内容详细步骤」两条禁令 —— 内容已入库但不可直播化" }, { "rel": "印证", "target": "kpub-hardcore-K", "note": "「可被调用」不等于「可被传播」—— K 层资产的形态选择必须同时考虑平台规则，这是本条新加的一维" } ], "sections": [ { "anchor": "nianling-menkan", "title": "年龄不是障碍：各平台真实门槛", "gist": "**大学生的年龄区间（18-24 岁）在所有主流平台上都高于直播准入门槛，所以答案是「可以」。** 具体规则（2026-10 核实）：**抖音** —— 14 岁以上实名认证即可，**16 岁以上可开直播**，未满 18 岁仅能开普通直播、**禁止带货**；带货直播另需≥200 有效粉丝（近 30 天有互动，刷粉无效）+≥10 条公开视频。**快手** —— 实名认证，年满 18 周岁，账号注册>7 天、粉丝≥6、前一周观看直播>1 分钟、作品无违规。**小红书** —— 16 岁以上实名，开播另需粉丝≥5000。**B站** —— 14 岁以上实名，部分功能受限。**普通直播（聊天/才艺）0 粉丝门槛**，这是最关键的点：**不需要先有流量才能开播。**", "terms": [ "实名认证", "普通直播", "带货直播", "200 有效粉丝", "0 粉丝门槛", "开播前可先播", "快手 18 周岁", "小红书 5000 粉", "未成年人直播时长限制" ] }, { "anchor": "falv-jiemo", "title": "法律层：两个必须知道的条文", "gist": "①**《未成年人保护法》第七十六条**：网络直播服务提供者不得为**未满 16 周岁**的未成年人提供直播发布者账号注册服务；为**年满 16 周岁**者提供时须身份认证并**征得监护人同意**。②**《网络直播营销管理办法（试行）》第十七条**：直播营销人员或直播间运营者为自然人的，应年满 16 周岁；16 周岁以上的未成年人须经监护人同意，且**监护人需在场监督**。**对大学生而言这两条已不构成限制，但它们说明一件事：平台在直播上的合规门槛是按「内容风险」而非「技术门槛」设的。**", "terms": [ "未成年人保护法 第七十六条", "网络直播营销管理办法 第十七条", "监护人同意", "监护人在场监督", "自然人", "合规按内容风险设" ] }, { "anchor": "yiliao-menkan", "title": "真正的门槛：医疗健康类目的资质要求", "gist": "**这是本条最关键的一节，也是最容易踩的。** 医疗健康类目几乎全平台要求职业资质。以微信视频号《健康科普类直播准入标准》为例，个人主播须为：①**公立三甲及以上在职医师**（主治/副主任/主任医师），提供执业医师资格证 + 在职证明（开具不早于申请前 30 日）；②公立三甲及以上**在职护士**（主管护师及以上）；③**医学教授**（定向邀请，需高校在职证明）；④**医学科研人员**（获国家级及以上医学奖项或荣誉称号）。**在校大学生不在任何一个类目内** —— 不是「资质不够」，是**不属于该类目准入范围**。抖音、快手、小红书对健康类目同样有资质要求。", "terms": [ "健康科普类直播", "公立三甲", "在职医师", "主治医师", "执业医师资格证", "在职证明 30 日", "在职护士", "医学教授 定向邀请", "医学科研人员", "不属于准入范围" ] }, { "anchor": "chubi-jixian", "title": "健康类内容的明文禁令（与本库资产直接相关）", "gist": "视频号《医疗健康行业公约》列明禁止项，其中五条**直接命中本库已入库的资产**：①**禁止绝对化用语**——严禁「包治」「100%」「根除」等疗效描述（命中「所有皮肤病在委中穴放血」）；②**禁止传播未经验证的偏方古方**，明例「花生加红豆可以治疗头痛」（与委中放血同类）；③**禁止宣传夸大或虚假功效的养生方法**，明例「排毒按摩、养肝茶、排湿丸」——**「排毒」二字正是本库资产的核心词**；④**禁止高危且易被用户模仿的医疗内容详细教学步骤**，明例「正骨、**针灸**、感统训练」——**放血术与针灸同属带刺操作**；⑤**禁止养生内容宣称某种方式具有治疗疾病的效果**。此外还禁止AI 换脸、情感绑架话术（「不买不是家人」），医疗类账号**禁止交由他人代运营**（违者永久封禁）。", "terms": [ "绝对化用语", "包治", "根除", "未经验证的偏方古方", "排毒", "夸大养生功效", "高危易模仿", "针灸", "详细教学步骤", "治疗疾病效果", "AI 换脸", "情感绑架", "代运营 永久封禁" ] }, { "anchor": "daihuo-jiemo", "title": "医疗类账号不能带货 —— 视频号已全面暂停", "gist": "视频号自 2022 年起**暂停医疗类账号的商品信息分享功能开通申请**，范围含机构认证的公立/民营医院账号与个人认证医生账号。2022-08-01 起还停止对医疗类账号提供创作者流量包服务，并对医疗类账号关闭客服、公众号关联与私信功能（公立三甲医院除外）。**含义**：即使有资质，「靠健康知识带货」这条路在视频号已被政策关闭 —— 知识变现与商品变现在这条赛道上是**被刻意分开的两件事**。这一点对 K 层尤其重要：**K_pri 的「知识换认知」定位，在健康赛道与平台政策方向一致；反过来，「知识带货」则已被明确挡住。**", "terms": [ "医疗类账号带货", "商品信息分享", "流量包", "客服与私信关闭", "知识换认知", "知识带货", "政策分开两件事", "公立三甲例外" ] }, { "anchor": "pinfa-xingbiao", "title": "逐平台对照表", "gist": "| 平台 | 开播年龄 | 额外门槛 | 健康类目资质 | 带货 |——|抖音 | 16+（<18 仅普通直播） | 普通直播 0 粉；带货≥200 粉+10 视频 | 需健康类目职业认证 | <18 禁止 |——|快手 | 18+ | 注册>7天、粉丝≥6、前周观看>1分钟 | 需资质 | 18+ 可 |——|小红书 | 16+ | 粉丝≥5000、近半年原创合规笔记>10 | 需资质 | 18+ 可 |——|B站 | 14+ | 部分功能受限 | 需资质 | 受限 |——|视频号 | 16+（16-18 需监护人同意） | 实名认证 | **公立三甲在职医师/护士/教授/科研人员** | **医疗类已暂停** |**通用红线（视频号公约）：不得 AI 换脸、不得情感绑架话术、不得展示联系方式诱导站外交易、不得让用户公开讨论病情或问诊。**", "terms": [ "逐平台对照", "粉丝门槛", "普通直播", "监护人同意", "职业认证", "站外交易", "问诊", "联系方式" ] }, { "anchor": "dui-kpui-juece", "title": "落点：K_pri 首件该选什么赛道", "gist": "综合准入与合规两条：**形态（直播间）可行，年龄与粉丝门槛都不是障碍；赛道（健康医疗）是禁区。** 因此 K_pri 首件应当：①**避开医疗健康、中医养生、用药、食疗、针灸拔罐等一切触及健康建议的类目**；②选一个**「有具体断言 + 有反面边界 + 不涉专业资质」**的领域——例如模型/方法/工具类、经验复盘类、技艺类；③在 K 资产的 `boundaries.requires_human` 里保留「须由人判断」这一栏，因为**即便是知识类目，带货与专业建议仍受各平台限制**。**结论：形态已通，剩下的是你给什么内容。而这一项我仍不能代拟。**", "terms": [ "赛道选择", "避开健康类目", "专业资质", "有断言有边界", "不涉资质", "方法/工具类", "经验复盘类", "形态已通" ] } ], "source": { "kind": "cloud", "ref": "《网络直播营销管理办法（试行）》第十七条；《中华人民共和国未成年人保护法》第七十六条；微信视频号《医疗健康行业公约》《视频号健康科普类直播准入标准》（support.weixin.qq.com 官方公约页）；抖音/快手/B站/小红书平台规则页与百度百科「直播权限」词条；深圳新闻网 2026-07-31 报道", "access": "public_web", "origin": "web" }, "updated": "2026-10-06", "status": "live", "valid_until": "2026-12-01", "review_cadence": "每 2 个月复核 —— 平台规则与资质标准变动频繁（抖音 2026-09 刚修订过处置细则），本条时效性是全库最短的", "boundaries": { "not_for": [ "**不可作为法律意见** —— 平台规则与监管要求会变，且不同平台、不同类目、不同地区的规定不同。本条是 2026-10-06 的公开信息快照，涉及实际开播请以平台当期规则页为准", "**不可理解为「开直播不需要条件」** —— 年龄与粉丝门槛只是入场券，内容类目另有一整套资质与禁令。本条最容易被误读成「大学生随便开」，恰恰相反", "**不适用于未成年人开播** —— 16 周岁以下禁止注册直播发布者账号，16-18 岁须监护人同意且在场监督", "**不可推广至视频号以外的平台结论** —— 各平台对健康类目的资质要求与带货政策各不相同，本条以视频号公约最严为参照，不能反推其他平台更宽松或更严格" ], "weak_at": [ "**各平台数字存在来源冲突** —— 抖音年龄有「14+ 实名 / 16+ 直播」两种表述；快手有「16+」与「18+」两种说法；小红书开播粉丝数在不同页面显示 5000。本条采信了综合来源但**无法逐条向平台官方求证**，实际以平台提示为准", "**「粉丝≥6」「观看>1分钟」这类小门槛可能已调整** —— 快手等平台会持续优化冷启动策略，这类数字变化快且不显著", "**资质标准的具体材料清单会变** —— 如在职证明的开具时限（现为 30 日内）、电子证照要求等，属平台运营细节，随时可能改", "**未覆盖海外平台与部分小众平台** —— YouTube、Twitch 等的规则与中国大陆平台差异极大（如 Twitch 无国籍年龄限制但有其他合规要求），本条只覆盖国内主流平台", "**「内容类目资质」与「平台是否真的审核」是两回事** —— 规则写明不等于严格执行；无资质而发布健康内容的**实际处置概率**无公开数据，本条无法给出「被封的概率」" ], "requires_human": [ "**实际开播前必须自行核对当期平台规则页** —— 本条是快照不是契约，平台条款变更不另行通知", "若内容涉及健康、用药、食疗等，即使以「个人体验分享」名义也可能被判定为医疗健康内容，**该边界由平台与监管认定，不由主播自定**", "涉及第三方内容引用（如图中的中医理论）时，**是否构成「无资质行医」需咨询执业律师**，本条不能替代法律意见", "开播前应明确谁是账号主体——医疗类账号禁止代运营，且账号不得外借" ], "verify": [ "**核对年龄与粉丝门槛**：抖音「我 → 反馈与帮助 → 我是主播」、快手「设置 → 开通直播」、小红书创作者中心，各平台当期规则页", "**核对健康类目准入**：微信视频号《视频号健康科普类直播准入标准》与《医疗健康行业公约》（support.weixin.qq.com，动态更新文档）", "**核对带货政策**：视频号已暂停医疗类账号商品分享申请；其他平台健康类目带货政策需单独查", "**核对法规原文**：《未成年人保护法》第七十六条、《网络直播营销管理办法（试行）》第十七条，可在国家法规数据库检索原文", "**核实本条时效性**：本条 `valid_until` 设为 2026-12-01（距入库仅 2 个月），是全库最短的一条。若超过该日期未复核，**应视为失效，不可直接引用**" ] } }, { "id": "kpub-mrs-ev-model", "layer": "K_pub", "title": "MRS-EV 太极·点圆统一上下文资产模型", "summary": "一套可迁移的『上下文资产』组织方法：把组织一个智能体/项目所需的东西，拆成内核（M/R/S）+ 外延资源（E1/E2/E3）+ 硬核资产（K）+ 金库（Vault）。解决『换机换人不失忆』『安全地迁移内核』『让能力被 AI 调用』三类问题。", "tags": [ "上下文工程", "智能体", "知识管理", "迁移", "太极模型", "MRS-EV", "内核", "资产" ], "entities": [ "MRS-EV", "太极模型", "点圆模型", "M", "R", "S", "E1", "E2", "E3", "K", "Vault" ], "relations": [ { "rel": "包含", "target": "kpub-two-phase" }, { "rel": "包含", "target": "kpub-hardcore-K" }, { "rel": "实现", "target": "kpub-taiji-site" } ], "source": { "kind": "cloud", "ref": "https://github.com/batcatchina/mrs-ev-model", "access": "公开仓库，按需只读；本地副本见 /workspace/mrs-ev-model（仅作工作副本，非交易件）" }, "updated": "2026-10-02", "status": "live", "valid_until": "2027-04-04", "review_cadence": "每 6 个月", "boundaries": { "not_for": [ "**不是通用方法论，也不是编程框架**——它是一套『上下文资产的组织与交接约定』，用于人或 agent 换上下文；不要拿它当架构设计、研发流程或项目管理用", "**不适用于单人一次性小脚本**——内核三件套 + 挂载层对小项目是过度设计，模型自身已列为边界", "**不可当作已验证的工程标准**——它是个人提出的模型，版本 v1.5.x，未经第三方审计或大规模部署验证" ], "weak_at": [ "**K 层（硬核资产）仍是雏形**——K_pub 有真实实例，但 K_pri 至今为 0 件，『成交后注入』的核心机制**尚未被任何真实交易验证过**", "**熏修（S→M 蒸馏）依赖人工闸门**——所谓『让太极自转』目前仍需人勾选 CANDIDATES.md，自动化程度低于模型宣称", "版本号语义化程度低，v1.5.x 之间的差异主要是新增而非语义化版本应有的破坏性变更标注" ], "requires_human": [ "**修改内核（Memory.md 身份/原则/边界）必须由人亲笔**——这是模型自身的硬约束，AI 只能提候选", "对外定价与成交默认可交 AI，但**重大资产的确权与定价须人确认**" ], "verify": [ "版本契约可自查：VERSION.json（不变量/扩展点）+ CHANGELOG.md（破坏性变更标注）", "可用 `python3 scripts/gen_agents_md.py . --check` 自查 AGENTS.md 是否与内核三件套漂移" ] }, "kind": "knowledge" }, { "id": "kpub-outdoor-sketch-board-template", "layer": "K_pub", "kind": "goods", "title": "K_goods 首个实例 · 户外素描折叠画板（五层完整模板）", "summary": "K 层第一件『货』，也是第一个把五层清单跑通的完整样本。以户外素描折叠画板为对象，逐层给出可复制的结构：①发现层（实体卡/产品页标题公式/答案型页面/多平台引用源/AI 可读文件）②信任层（案例库/带图评价/硬参数/竞品对比/专家署名/风险承诺/更新日志）③成交层（报价表/预约询价/支付链接/合同发票/AI 客服话术/分销联盟/API-MCP）④履约层（物流模板/售后 SOP/使用教程/绑定内容/社群）⑤数据层（事件追踪/客户标签/A-B/归因/反馈回路）。核心洞见：『视频不是入口，是证据素材』『AI 买的是可验证的不确定性，不是断言』。**这是模板，不是真实商品**——参数为示例值，须换成你自己的实测数据。", "tags": [ "K_goods", "模板", "五层", "发现层", "信任层", "成交层", "履约层", "数据层", "确定性", "可验证", "可证伪", "Schema", "API", "MCP", "户外写生", "画材", "实体卡", "答案型页面", "最小启动包" ], "entities": [ "户外素描折叠画板", "铝合金画架", "Schema.org", "Product", "Offer", "Review", "FAQPage", "HowTo", "LocalBusiness", "llms.txt", "sitemap.xml", "robots.txt", "MCP", "API", "AI 客服", "UTM", "复购", "UGC" ], "relations": [ { "rel": "落地于", "target": "kpub-hardcore-K", "note": "K 层的『货』相首个实例；K_pub/K_pri 之外，补上 kind=goods 这一形态" }, { "rel": "印证", "target": "kpub-agents-md-convergence", "note": "同样指向『格式可移植≠行为可移植』：Schema 齐全不等于会被 AI 引用" }, { "rel": "印证", "target": "kpub-two-phase", "note": "五层就是两阶在商业上的展开：1-2 层是炼化，3-4 层是流通，5 层是飞轮" }, { "rel": "依赖", "target": "kpub-mrs-ev-model", "note": "本模板的 boundaries / valid_until 机制来自模型内核的可证伪性原则" } ], "valid_until": "2028-01-01", "review_cadence": "每 12 个月（模板结构稳定，但平台生态会变）", "boundaries": { "not_for": [ "**这是模板，不是真实商品**——所有参数（1.8cm、3kg、哑光磨砂、4开）均为**示例值**，直接使用等于传播假参数。必须换成你自己的实测数据", "**不适用于医疗/安全等高风险品类**——本模板的『不适用声明』模式可迁移，但户外画板属低风险品类；高风险品类需要更严格的资质与免责结构", "**不是 SEO 技巧清单**——五层的目的是『让 AI 能正确判断与安全执行』，不是为了排名。堆关键词不产生任何一层的效果", "**不适用于 B2C 之外的复杂交付**——含定制、报价谈判、技术方案沟通的项目，第 3 层（成交）需要人工作主导" ], "weak_at": [ "**『20 条评价』这一条最容易被造假污染**——AI 现在能识别模板化评价文本，编造的评价反而降低可信度。真实案例（谁、在哪、画什么、遇到什么问题、怎么解决）比好评数量重要得多", "**最小启动包（7 天）只在『已有真实案例与产品』的前提下成立**——若产品还没量产、还没有真实用户，7 天搭出来的全是空壳，AI 一验就穿", "**五层是顺序依赖但不是严格线性**——数据层（第 5 层）实际上要在第 1 层就开始埋点，否则事后无法归因" ], "requires_human": [ "**参数与承诺必须人实测**——AI 不能替你测承重、不能替你写保修条款、不能替你承诺『7 天无理由』", "**退款/赔付/运费险等承诺必须人拍板**——涉及金钱与信任的条款，AI 起草、人签字", "**大额或争议订单必须转人工**——AI 只处理标准品与标准问题（形态同模型的『人工闸门』）" ], "verify": [ "参数可自查：所有硬参数应来自第三方测评或公开检测报告，而非厂商自述", "『可抓取性』可自查：把产品页交给一个不带偏好的 agent，问它『这能查库存吗、多少钱、什么时候到』，答不上来就是没做到", "『可推荐性』可自查：问 agent『什么情况下不该买这个』，若它说不出或答得含糊，说明第 2 层的边界没写清" ] }, "sections": [ { "anchor": "goods-core", "title": "核心判断：AI 买的是『可验证的不确定性』，不是断言", "gist": "『AI 不买流量，AI 买确定性』这句话要再往前推一步：AI 自己就有置信度，它缺的不是确定性，是**可验证的不确定性**。所以纯自证（好评、案例、竞品对比、专家署名）效力有限——AI 无法判断真假，与广告无异。真正有效的是**第三方可交叉验证的东西**：媒体测评、行业标准号、公开可查的规格、别人的实测数据。结论：信任层的最强形态不是『我证明我强』，是『**我给你可验证的东西，你自己判断**』。落到写法上：把全篇的『断言』改写成『可核验的断言』+『可查证的来源』。" }, { "anchor": "goods-layer1", "title": "第 1 层 · 发现层：让 AI 能找到你", "gist": "① **实体卡**：品牌名、品类词、场景词、地域词（如『户外写生折叠画板』『青岛画材』『4开铝合金画架』）——实体词决定了被检索时的命中率。② **结构化产品页**：标题不写『新品来袭』，写『4开铝合金折叠画板｜户外写生｜1.8cm超薄｜承重3kg｜哑光磨砂』——**每个竖线后面都是 AI 抽取的字段**。③ **Schema 标记**：Product、Offer、Review、FAQ、HowTo、LocalBusiness，让机器直接读懂。④ **答案型页面**：一问题一页——『户外写生画板怎么选？』『风大怎么固定？』『斜坡能用吗？』『炭笔打滑吗？』，每个疑问都是一次 AI 检索入口。⑤ **多平台引用源**：官网、地图、电商、知乎、小红书、B站、公众号、行业站——**全都要能被 AI 抓得到**，因为 AI 交叉验证时会去多个源。⑥ **AI 可读文件**：sitemap.xml、robots.txt、llms.txt、API 文档、JSON 报价——**把「能不能被调用」从人工问题变成文件问题**。" }, { "anchor": "goods-layer2", "title": "第 2 层 · 信任层：让 AI 敢推荐你", "gist": "① **真实案例库**：谁、在哪、画什么、遇到什么问题、怎么解决（**这是全模板最不可造假的一条**）。② **带图评价 + UGC**：评分、复购、视频、前后对比。③ **硬参数**：材质、重量、折叠尺寸、承重、防水、保修——**可被第三方复测的参数才是硬参数**。④ **竞品对比**：vs 某款，轻多少、稳多少、贵多少（**敢写自己不如某项，可信度反而上升**）。⑤ **专家署名**：美术生、画室老师、户外写生博主。⑥ **风险承诺**：退换、保修、运费险、补件。⑦ **持续更新**：更新日志、新品、新案例——**证明你活着**；僵尸资产会被 AI 降权。此外必须补上清单里没写的一栏：**可证伪性**——明确写「不适合：零下环境／单人承重超 8kg／需夹玻璃板的三维场景」。**AI 只有在能判断『这个用户适不适合用它』时，才敢推荐。**" }, { "anchor": "goods-layer3", "title": "第 3 层 · 成交层：让 AI 能直接成交", "gist": "① **报价表**：SKU、价格、优惠、库存，**机器可读**（JSON，不是图片）。② **预约/询价**：日历、表单、微信、企微。③ **支付链接**：微信、支付宝、Stripe、PayPal。④ **合同/发票**：自动生成。⑤ **AI 客服话术库**：常见问题、异议处理、催单——**把『问什么答什么』写成可检索的语料**，而不是让模型现场编。⑥ **分销/联盟**：佣金、追踪链接。⑦ **API/MCP**：让 AI 代理能查库存、查价格、**直接下单**。这一层就是 K 层的 K_pri：**价签（报价/参数/承诺）对外可见，内容（成本/供应链/毛利）不外露，成交才注入。**" }, { "anchor": "goods-layer4", "title": "第 4 层 · 履约层：让 AI 放心闭环", "gist": "① **物流模板**：时效、范围、运费——**必须机器可读**，否则 AI 只能答『大概几天』。② **售后 SOP**：退换、维修、补件。③ **使用教程**：开箱、安装、保养、写生固定技巧。④ **内容绑定**：户外素描教程绑定你的画板（**内容是资产的一种形态，不只是营销**）。⑤ **社群打卡**：提升复购与口碑。这一层最容易被忽略但最影响 AI 的推荐意愿——**履约不确定的供应商，AI 不敢推**，因为推荐错了它要担责。" }, { "anchor": "goods-layer5", "title": "第 5 层 · 数据层：让 AI 越用越准（但它是元层）", "gist": "① **事件追踪**：曝光、点击、询价、下单、复购。② **客户标签**：美术生、画室、户外、礼品。③ **A/B 测试**：标题、价格、图片、CTA。④ **归因**：**哪个 AI 来源带来成交**（这条最重要——否则你不知道该优化哪一层）。⑤ **反馈回路**：成交案例反哺内容。**关键认知：数据层是元层**——它不产生新信息，而是**给前四层提供可度量与可交叉验证的锚点**。而且它**必须在第 1 层就开始埋点**，事后补不回来。由此形成飞轮：**成交 → 案例 → 信任 → 被推荐 → 成交**。" }, { "anchor": "goods-video", "title": "视频放哪：不是入口，是证据素材", "gist": "**视频不是入口，是证据素材。** 发可以，但目的不是赌播放量，而是：① 转文字、加字幕、加时间戳（**这样 AI 才读得到**）；② 标题与描述结构化；③ 关联产品页、报价、预约（**从内容直通成交**）；④ 被 AI 引用为『真实使用场景』。核心判据：**如果一个视频只有播放量而无法被 AI 引用，它对五层没有任何贡献**——播放量是给人看的，引用才是给 AI 看的。" }, { "anchor": "goods-mvp", "title": "最小启动包：7 天能搭什么（及前提）", "gist": "七项：① 一个落地页 + Schema；② 10 个答案型页面；③ 20 条真实评价/案例；④ 报价表 + 支付 + 预约；⑤ AI 客服 FAQ；⑥ 可抓取 JSON 或 API/MCP；⑦ 数据追踪。**但这个 7 天有一个硬前提：产品已量产、已有真实用户。** 若产品还没上线、还没人用过，7 天搭出来的全是空壳——**AI 一验就穿，比不搭更糟**。所以正确的顺序是：先有真实成交 → 再有案例 → 然后才是 7 天搭五层。" }, { "anchor": "goods-traps", "title": "五个最容易踩的坑", "gist": "① **堆 Schema 但内容是空的**——标记齐全而参数是编的，AI 会把假参数传播出去，**可信度一次性归零且难以恢复**。② **把 Schema 当成会被引用**——格式可移植 ≠ 行为可移植；标记齐全只保证『被读到』，不保证『被采信』。③ **编造评价**——模板化评价文本现在可被识别，编造反而降权。④ **写死时效日期**——本模板自己在建库时就踩了：初版给站点类资产写 `valid_until: 2026-04-04`，结果索引器立刻报『已过 184 天』。**『会变』不等于『已过期』，该写『下次复核前有效』+ 复核节奏。** ⑤ **等数据层才埋点**——归因窗口过了就永远补不回来。" }, { "anchor": "goods-kmap", "title": "五层 × K 层：为什么说这是『跑通了一次』", "gist": "对照关系：发现层 = **K_pub 橱窗**（送出去，换认知）；信任层 = **K_pub 的证据片段**（kind: trace，AI 编不出来的那种）；成交层 = **K_pri 货架**（价签可见、内容不外露、成交才注入，一字不差）；履约层 = 交付承诺；数据层 = 元层飞轮。更进一步：五层就是**两阶在商业上的展开**——1-2 层是炼化（把货做好、把证据做实），3-4 层是流通（把价签挂出去、把闭环跑通），5 层是飞轮（反哺炼化）。**这份清单不是外部学来的方法论，是 K 层缺了『货』这一相之后被逼出来的形态。**" }, { "anchor": "goods-stance", "title": "收口：把生意做成契约", "gist": "原话是『把生意做成 API，把内容做成证据，把信任做成数据』——**改一个字**：把生意做成**契约**，把内容做成**可溯源的**证据，把信任做成**可交叉验证的**数据。差别在『可』字：**AI 不接受断言，只接受能被它自己验证的东西。** 而 5.2 节的飞轮说明了一件更积极的事：一旦证据可交叉验证，成交会反过来生产新证据——**这不是单向付出，是自增强的循环。**" } ], "source": { "kind": "inline", "ref": "对话输入（用户提供的 AI 资产清单五层结构 + 户外素描画板示例），经五层映射整理为 K_goods 模板", "access": "inline" }, "updated": "2026-10-05", "status": "live" }, { "id": "kpub-skill-as-carrier", "layer": "K_pub", "kind": "knowledge", "title": "载体早已被市场选定：SKILL.md 是开放标准，且已有真实定价带（2026-10 实测）", "summary": "核实用户提供的第三条外部材料时撞见的硬事实，它把「载体选什么」这个问题从我们的选项清单上清空了：**Agent Skills 已于 2025-12-18 由 Anthropic 作为开放标准发布（agentskills.io），OpenAI Codex CLI（2025 底）、GitHub Copilot、Cursor、Windsurf、Gemini CLI 相继采用，同一份 SKILL.md 可在 14+ 工具中运行、无厂商锁定**。且它**不是免费的** —— 市场已形成明码标价带：PromptBase Claude Skills 类 $3.99–19.99（中位 $7.99，众数 $9.99，52 个定价条目）；Gumroad 同类约 $10–349、聚集 $39–49；KissMySkills 多数 skill $7、agent $19、bundle $16–99（2026-10-03 实测目录）。Anthropic 官方 marketplace **尚未上线**，分销目前必须自己做（Gumroad / LemonSqueezy / GitHub 私有仓 / 捆绑咨询）。更关键的是 500k.io 对 14 位创始人的追踪结论：**「分发先于产品。skill 是变现机制，受众才是资产。」先做 skill 再找买家的人全部失败。** 同时纠正虾聊 Weilian 的判断「做 Skills 没出路，是给模型厂商免费做数据标注」—— 这个说法在 2026 已被市场**部分证伪**：Skills 成了开放标准、有了真实成交价、有人首月赚到 $1,400–8,200。它对「通用 SOP 类 skill」仍然成立，对「垂直专家编码类 skill」不成立。**本条的落点：K_pri 首件的载体不需要再选，它已经是一个 SKILL.md 文件；剩下的唯一缺口不是载体，是受众。**", "tags": [ "载体选型", "SKILL.md", "Agent Skills", "agentskills.io", "开放标准", "14+ 工具", "无厂商锁定", "PromptBase", "Gumroad", "LemonSqueezy", "定价带", "marketplace 未上线", "分发先于产品", "受众才是资产", "虾聊", "Weilian", "Skills 无出路", "部分证伪", "K_pri", "首件", "编码偏好型 skill", "能力提升型 skill", "垂直专家编码型 skill", "护城河", "可复制性" ], "entities": [ "Anthropic", "OpenAI Codex CLI", "GitHub Copilot", "Cursor", "Windsurf", "Gemini CLI", "agentskills.io", "PromptBase", "Gumroad", "LemonSqueezy", "KissMySkills", "Agensi.io", "CreatorSkills", "500k.io", "Maxime Le Morillon", "Weilian", "虾聊 ClawdChat", "Skill Creator", "MRS-EV K_pri", "七次翻车" ], "relations": [ { "rel": "收口", "target": "kpub-venue-lineage", "note": "那条推导出「K_pri 首件应做直播间型而非商品详情页型」，但没说什么是直播间。本条给出答案：直播间型在 2026 的最小实现就是一个 SKILL.md —— 它被代理自动加载、被自动触发，不需要观众席" }, { "rel": "反证", "target": "kpub-outdoor-sketch-board-template", "note": "该资产是纯货架形态（结构完美、可编程、无载体）。SKILL.md 形态的对照物是一个 SKILL.md —— 差别不在字段多少，在能否被代理整段取用" }, { "rel": "印证", "target": "kpub-hardcore-K", "note": "「被调用即存在」在 skill 上有更精确的机制：description 字段是唯一的触发依据，装了不触发等于不存在。这正是 K 层铁律的工程实现" }, { "rel": "印证", "target": "kpub-discovery-layer-gap", "note": "v1.7.0 做完 robots + JSON-LD 仍拿不到被引用数据；本条给出可能的原因之一：我们做的是给爬虫读的站点，而 skill 是给代理**装上**的 —— 后者不依赖爬虫是否来过" }, { "rel": "同构", "target": "kpub-wei-zhong-bloodletting", "note": "「装进 Claude Code 就能自动带边界条款」和「答案型页面把边界写进 FAQ 答案文本里」是同一个机制的两个实现：边界信息必须在工具真正读取的那一层，不能只放在人类会看但机器不会读的地方" }, { "rel": "落点", "target": "kpub-trace-failures", "note": "「七次翻车」恰好满足 skill 定价三条测试里的第二条：买家不能靠问 AI 生成，因为这些错他还没犯过。这就是 K_pri 首件标的的**存在证明**" } ], "sections": [ { "anchor": "biaozhun-yijiu", "title": "SKILL.md 已是开放标准，不是某一家的私有格式", "gist": "Anthropic 于 2025-12-18 把 Claude Skills 作为开放标准发布（agentskills.io），随后 OpenAI 在 2025 年底为 Codex CLI 采用，GitHub 集成进 Copilot，Cursor / Windsurf / Gemini CLI 均支持同一标准。**一份 SKILL.md 可在 14+ 款 AI 工具中运行、无需格式转换、无厂商锁定。** 技术上它就是「一个目录 + 一个带 YAML frontmatter 的 SKILL.md」，可选带 Python/Shell 脚本与参考文档。这条事实的分量在于：**载体这件事已经没有选择了** —— 不是我们选了 SKILL.md，是生态已经把工具全部统一到它上面了。", "terms": [ "Agent Skills 开放标准", "agentskills.io", "2025-12-18", "Codex CLI 采用", "Copilot 集成", "14+ 工具", "无厂商锁定", "渐进式披露", "description 字段", "载体已被选定" ] }, { "anchor": "dingjia-dai", "title": "市场已形成明码标价带：$4–99，覆盖四种质量", "gist": "PromptBase 的 Claude Skills 分类有 52 个定价条目 + 7 个免费，$3.99–19.99，**中位 $7.99、众数 $9.99**；Gumroad 搜「claude skill」约 $10–349，**聚集在 $39–49**（可硬引用的两个例子：Claude Code Playbook for Non-Developers $49、The 2026 AI Business Blueprint $47）；KissMySkills（2026-10-03 实测目录）多数 skill $7、少数 $14.99、agent $19、bundle $16–99；Agensi 多数 $5–15、少数 $25，**平台抽 30%**，自建渠道毛利 20% 但分发全自负。**关键的不是价格，是价格分层对应质量分层**：500k.io 给出三档——通用生产力 $5–29、工作流/方法论 $49–199、**垂直专家编码 $299–2499**。这意味着「写个通用 skill 卖 $9」和「编码一个垂直领域的专家经验卖 $299」是同一件事的两端。", "terms": [ "PromptBase", "Gumroad", "KissMySkills", "Agensi 30% 抽成", "中位 $7.99", "聚集 $39-49", "bundle $16-99", "三档定价", "垂直专家编码", "价格分层对应质量分层" ] }, { "anchor": "shenjing-sunxi", "title": "最值钱的那一档：买家问 AI 生成不出来的部分", "gist": "「什么让一个 skill 值钱」有三条测试：①**干一件有名字的事**（「营销提示词」不是活儿，「把 Stripe 付款 CSV 对上发票清单并标出不匹配项」才是）；②**编码买家不知道的东西** —— 原话是「值得花钱的那一版里，写着第一次做时错掉的四件事，写成规则。**这是买家没法靠问 AI 生成出来的，因为他们还没犯过那些错**」；③**在买家机器上第一次就跑通**。三条测试里第②条最致命也最确定：**「通用 SOP」是最不值钱的一档，因为那正是模型最会写的东西**。这条同时解释了为什么本库所有资产都必须写 `boundaries` —— 边界四栏就是「我犯过的错」，它是唯一不能被模型当场编出来的部分。", "terms": [ "三条测试", "有名字的活儿", "买家不知道的东西", "错掉的四件事", "写成规则", "问 AI 生成不出来", "边界四栏即我犯过的错", "通用 SOP 最不值钱" ] }, { "anchor": "fenfa-xian-yu-pin", "title": "14 位创始人的追踪结论：受众才是资产，skill 只是变现机制", "gist": "500k.io 对 14 位创始人的追踪给出的反直觉结论：**「分发先于产品。成功的创始人先有受众，skill 是变现机制，受众才是资产。」** 具体对照——创始人 A 有 3,200 人 newsletter，C 有 8,500 LinkedIn 关注者，D 有 200 人高黏性社群；**先做 skill 再找买家的那批人全部失败，「他们在优化错误的东西」。** 同期真实收入区间：四人Synapse Circle 社群 2026 Q1 首月通过 Gumroad 赚到 $1,400–8,200；带垂直专家经验者6–9 个月内现实区间 $500–5,000/月，前10% 达$10K+/月；**通用 skill 天花板约 $1,000/月**。这组数字的用处不在鼓励，在**校准预期**：它同时告诉我们天花板在哪、以及「为什么本库做了17 件资产却一件没卖」—— **因为我们做的是产品侧，从未有过受众侧。**", "terms": [ "分发先于产品", "受众才是资产", "skill 是变现机制", "优化错误的东西", "$1,400-8,200 首月", "$500-5,000/月", "通用 skill 天花板 $1,000/月", "预期校准", "17 件资产 0 件成交" ] }, { "anchor": "xia-liao-pan-duan", "title": "纠正虾聊 Weilian：「Skills 没出路」在 2026 已被部分证伪", "gist": "Weilian 在访谈中的判断是「做 Skills 没出路，你把 SOP 写成明文文档就是在给模型厂商免费做数据标注」。**前半句在 2026 不再成立**：Skills 已是开放标准、跨 14 工具、已形成真实成交价、已有首月收入 $1,400–8,200 的案例。后半句**仍然成立，但只对通用 SOP 那一档成立** —— 三档定价里的 $5–29 通用生产力档确实在给模型做免费数据标注；$299–2499 的垂直专家编码档卖的是「模型生成不出来的那部分」，不在此列。**准确的表述应该是：把已公开的通用知识写成 skill 没有出路；把只有你才有的错误记录写成 skill 有出路。** 而 Weilian 自己的 40 天 10 万粉经历也是这条的反证 —— 报道明确写她「靠的根本不是 AI 全自动驾驶，恰恰相反，一半的功夫在 AI 之外」。", "terms": [ "Weilian", "Skills 没出路", "免费数据标注", "部分证伪", "通用 SOP 档", "垂直专家编码档", "一半功夫在 AI 之外", "40 天 10 万粉" ] }, { "anchor": "hudun-he-lishi", "title": "最该警惕的反面事实：SKILL.md 是一份可复制的 markdown", "gist": "CreatorSkills 的许可条款写明：单用户许可，**「你不能把 skill 作为产品再分发或转售」** —— 但那是他们的合同约定，不是技术约束。技术上，**一份 SKILL.md 就是聊天框里能粘贴的一段markdown**：粘贴进自定义指令、或存成文件放进工具目录，即刻生效。**所以护城河不可能来自文件本身**，只能来自三处：①**持续更新的私有知识**（模型更新就失效的私货）；②**买方不知道的边界与错误记录**；③**分发渠道本身**（Anthropic 官方 marketplace 尚未上线，这段时间是空窗，也是窗口）。**把这个想清楚，就不会去做「我的 skill 是独家的」这种幻觉。**", "terms": [ "可复制性", "单用户许可", "不能转售", "聊天框粘贴即可生效", "技术约束 vs 合同约束", "护城河三处", "持续更新的私有知识", "分发渠道空窗" ] }, { "anchor": "dui-kpri-de-yi", "title": "对 K_pri 的三条直接推论（载体问题关闭，受众问题打开）", "gist": "**推论一：载体不需要再选了。** 前四轮在 App / 网页 / 微信 / A2A 之间反复（见 Journal #38），而生态早已收敛到 SKILL.md。K_pri 首件交付物形态就是一个目录，不是服务说明 —— **这不是我提的第五个方向，这是最后一个方向，因为投票已经结束。** **推论二：价签结构要改。** 现有 `price.what / deliver / how / granularity` 四个字段是为「服务」设计的；skill 形态需要的是**文件名 + 安装路径 + 触发描述 + 档位对照**，因为买家判断的唯一动作是「装不装」。**推论三：唯一剩下的缺口是受众，不是标的也不是载体。** 标的（模型编不出来的那部分）我们已经有了，就是七次翻车；载体是一个目录；只有受众是零 —— 而 500k.io 的追踪说受众**只能靠人去攒**，不能靠 skill 自己长出来。", "terms": [ "载体问题关闭", "最后一个方向", "投票已经结束", "价签结构要改", "文件名+安装路径+触发描述", "买家唯一动作是装不装", "受众是唯一缺口", "受众只能靠人攒" ] } ], "source": { "kind": "cloud", "ref": "witechpedia.com（Agent Skills 开放标准与 2025-12-18 发布时点）；claudeskills.info（14+ 工具兼容）；creatorskills.co（许可条款与 $9–29 定价档）；jordanhongtai.com（PromptBase 52 个定价条目 $3.99–19.99 / Gumroad 两例可硬引价格）；kissmyskills.com（2026-10-03 实测目录价格）；agensi.io（$5–15 与 30% 抽成）；500k.io/journal（14 位创始人追踪、分发先于产品、三档定价 $5-29/$49-199/$299-2499、收入区间）；new.qq.com 2026-08-17（非凡产研访谈，Weilian 一半功夫在 AI 之外）；news.qiniu.com（1000+ skill 仓库与五类盘点）", "access": "public_web", "origin": "web" }, "updated": "2026-10-06", "status": "live", "valid_until": "2027-04-01", "review_cadence": "每 3 个月（Skills 生态与定价带变动极快；重点复核三个信号：① Anthropic 官方 marketplace 是否上线 ② 三档定价带是否整体下移 ③ 是否出现「skill 收入」的可统计样本）", "boundaries": { "not_for": [ "**不可当作「做 skill 就能赚钱」的依据** —— 真实收入区间是 $500–5,000/月（带垂直经验者，6–9 个月），通用 skill 天花板约 $1,000/月。拿它当收入预期一定失望", "**不可当作「载体问题已解决所以可以松口气」的依据** —— 载体收敛了，受众缺口一点没变。2026-10-06 本库 17 件资产、0 件成交，这个数字不会因为载体确定而改变", "**不可用来推翻「Agent 网络/通讯渠道寄生」路线** —— 本条说的是 skill 作为**交付物形态**成立，不等于「装进别人的工具」这个渠道判断错。虾聊、ClawTip、A2P2 都在那条线上，与本条不冲突", "**不可假设 skill 天然只在 Claude 系可用** —— 14+ 工具兼容是各家声明的现状，但**跨平台细节差异（hooks / subagent context fork / allowed-tools）行为不一致**，官方文档明确说不支持的平台会静默忽略。声称「一处安装处处等价」是错的" ], "weak_at": [ "**收入数据样本极小且来源单一** —— $1,400–8,200 首月来自 500k.io 自己社群的 4 位创始人，$500–5,000/月区间是同一来源的估计值。**没有独立的第三方收入统计**，也无法排除幸存者偏差（亏钱的不会发案例）", "**价格带是挂牌价，不是成交价** —— 原文自己写得很清楚：「挂牌价不等于营收，任何市场上大多数数字产品的成交都是个位数」。$49 那两例是**能在页面上硬引用到的挂牌价**，不代表卖出去过", "**「分发先于产品」是相关性不是因果** —— 也可能是「有能力做受众的人本来就有产品能力」。反向同样读得通：先有受众的人做 skill 更容易成功，但受众本身可能来自别的东西", "**Anthropic 官方 marketplace 未上线这件事有时效性** —— 一旦上线，分发环节的成本结构会变，本条关于「分销必须自己做」的判断应立即重估", "**三档定价的分档边界是商业观察不是标准** —— $5–29 / $49–199 / $299–2499 来自一篇 500k.io 文章的归纳，样本 14 人。它是市场「如何被分层」的观察，不是消费者实际接受的价格测试" ], "requires_human": [ "**受众必须由人亲自攒** —— 14 位创始人的追踪里，成功的三位是先有的 newsletter / LinkedIn / 社群。这个动作 AI 不能代替，且不能靠「先把东西做好」顺带产生", "**卖不卖、卖给谁、卖多少钱仍是人决定** —— 本条只解决载体与定价参照，不构成定价建议。特别是「垂直专家编码 $299–2499」这一档，定价依据是买家的支付意愿，不是我们的成本", "**是否把 K_pri 价签结构从「服务型」改为「skill 型」需人拍板** —— 这会改 kindex.py 的输出契约，属于协议层改动", "**skill 的安全审查不可省，但要不要投钱做是取舍** —— 有平台代做扫描，也有自己审。若 skill 里含脚本，第三方拿到的是执行权限，这个风险不能由「我保证没有恶意」来覆盖" ], "verify": [ "**核实开放标准的当前采用面**：agentskills.io 官方规范页；各工具官方文档中对 SKILL.md 的支持声明（Codex CLI / Copilot / Cursor / Windsurf / Gemini CLI）", "**核实价格带是否仍成立**（本条价格全部取自 2026-10-03 前后）：PromptBase Claude Skills 分类页实时挂牌价；KissMySkills / CreatorSkills / Agensi 的当前目录", "**核实 marketplace 上线状态**：Anthropic 官方文档站是否出现官方 skill marketplace 与分成条款；这是本条时效性最强的变量", "**核实「Skills 无出路」这一判断的最新状态**：本条说它被「部分证伪」，但反证只到「有真实挂牌价与少数案例收入」。是否存在规模化、可统计的 skill 收入样本，是这个判断最终成立与否的分水岭", "**核实 Anthropic 官方 skills 仓库与社区规模**：github.com/anthropics/skills 的 star 数与 claude-skills 话题仓库数（2026-05 为1000+），看是否仍在增长", "**反证检查**：若某天出现「skill 收入普遍低于同期任何其他数字产品形态」的可统计数据，本条对 K_pri 的三条推论（尤其推论一）应重新审视" ] } }, { "id": "kpub-taiji-site", "layer": "K_pub", "title": "太极模型数字讲解站（20 页带配音）", "summary": "MRS-EV 模型的数字化讲解：20 页课件，每页配 AI 语音讲解与口型同步，另有练习页、交接实验页、数字版长页。是把抽象模型讲给人和机器听的可检索成品。", "tags": [ "数字讲解", "课件", "演示", "TTS", "口型同步", "站点" ], "entities": [ "taiji.zheng-he.top", "digital.html", "deck" ], "relations": [ { "rel": "实现", "target": "kpub-mrs-ev-model" }, { "rel": "讲解", "target": "kpub-two-phase" } ], "source": { "kind": "cloud", "ref": "https://taiji.zheng-he.top/deck/", "access": "公开站点，按需只读；不下载到本地" }, "updated": "2026-10-02", "status": "live", "valid_until": "2027-01-01", "review_cadence": "每 3 个月（部署即需复核：URL 与内容都可能变）", "boundaries": { "not_for": [ "**是讲解版，不是规范文本**——20 页带配音的数字讲解站用于理解概念，**不能作为执行依据**；执行请读模型仓的 Memory.md / Readme.md", "**URL 与内容不保证长期有效**——Vercel 部署可能重建、域名可能变更；本条目的 `ref` 只记部署方式，不保证可达", "**配音稿为口语化讲解，严格性低于内核原文**——存在口语化简化，引用请回内核", "**时效教训（真实踩坑）**——本条目初版把 valid_until 写成 2026-04-04，结果索引器立刻报『已过 184 天』。这不是工具太严，是它抓到了我：**『部署会变』不等于『已经过期』**。写死日期等于给自己埋一个必然爆炸的雷，该写的是『下次复核前有效』+ 复核节奏。" ], "weak_at": [ "**讲解结构经过通俗化取舍**，为便于理解有意的简化——与 Memory.md 的精确表述可能不完全一致", "音频资产占站点体积的大头，页面首屏加载受其影响" ], "requires_human": [ "**涉及模型规则的决策仍须人读内核原文**——讲解页是理解入口，不是权威源" ], "verify": [ "站内 `/k/index.json` 与 `/llms.txt` 为机器可读出口，内容与 K 索引一致" ] }, "kind": "knowledge" }, { "id": "kpub-trace-failures", "layer": "K_pub", "kind": "trace", "title": "试错记录 · 这套模型是怎么被一次次纠正的", "summary": "一份「迹」——不是成果展示，是这套模型在建的过程中真实踩过的坑、以及每次是谁把它拽回来的。包含：把「阶段」误写成静态概念被用户纠正、K 层擅自另开一条轴被用户驳回、表格页零块闸门两次救命、布局把网格撑成高柱、以及一次把数据出处记成 Forbes 实为 Ahrefs 的失真。每一条都附「当时怎么错、谁纠正、改成了什么」。这些是 AI 编不出来的，因为它们需要真实地在时间里承受过后果。", "tags": [ "试错", "决策记录", "可验证", "反思", "方法论", "K_wit", "信任", "复盘" ], "entities": [ "Journal", "用户纠正", "零块闸门", "分合节律", "K 层", "阶段 vs 相位", "硬核 vs 内核", "Ahrefs", "Forbes" ], "relations": [ { "rel": "属于", "target": "kpub-mrs-ev-model" }, { "rel": "印证", "target": "kpub-hardcore-K" } ], "sections": [ { "anchor": "t1", "title": "把「动态」问成了「静态」", "gist": "我一度把「合与分」当成一个需要用户二选一的状态去问。用户回了一句「分分合合才是永恒的过程」—— 纠正：我把它问成了一个静态选择，而它是一条永恒摆动的节律。教训：如果对方给的答案让你觉得「这不是我问题的答案」，先别追问，先检查自己的问题是不是把动态问成了静态。", "terms": [ "分合节律", "相位", "阶段", "静态", "动态" ] }, { "anchor": "t2", "title": "擅自另开一条轴，被驳回", "gist": "我为「见证层」造了一个新层 K_wit，理由是「它按见证性分轴」。用户质疑：「直接融合在咱们那两层中不就可以吗」。我承认想复杂了 —— K_wit 不需要新轴，它本来就是「送（K_pub）/ 换（K_pri）」两层各自的一种内容形态。教训：轴不同才分层，轴相同就别分。我违反了自己定的规矩。修正：不新增层，只给记录加一个 kind 字段（knowledge / trace / goods）。", "terms": [ "K_wit", "轴纪律", "送 vs 换", "kind", "内容形态" ] }, { "anchor": "t3", "title": "零块闸门两次救命", "gist": "数字讲解流水线里，第 1 页曾抽出 0 个内容块，而验证脚本「期望 0、实际 0」判定通过 —— 假绿灯。给构建脚本加了零块闸门（任何页抽 0 块即 exit 2）。后来加「四代对照表」页时闸门第二次触发：抽取器不认表格结构。教训：一个闸门救了两次，值。0 == 0 也能算「失败」，只要 0 本身是异常。", "terms": [ "零块闸门", "假绿灯", "build_pages", "表格页", "exit 2" ] }, { "anchor": "t4", "title": "布局把网格撑成高柱", "gist": "K 页给长文卡片加了可展开的分章切片。结果：9 段展开后，一张卡片把整行撑成一根细长高柱，页面变成三根柱子。修法：段数 > 2 的卡片跨整行（grid-column:1/-1）+ 内部改三列网格。教训：多变内容的容器，必须先想它长开之后什么样，而不是收起时什么样。", "terms": [ "CSS grid", "details", "grid-column", "布局", "折叠" ] }, { "anchor": "t5", "title": "把出处记成了 Forbes，实为 Ahrefs", "gist": "在核对一份「AI 内容占比」材料时，材料称数据出自「Forbes 2026 分析」。联网核实后：74% 新网页含 AI 内容实为 Ahrefs 2025 的数据，53.7% LinkedIn 长文为 AI 写的结论出自另一项研究。Forbes 只是转述媒体之一。教训：provenance（出处）本身是最容易失真的信息，而这正是 K 层要防的那类错误 —— 我把这条失真也一并公开了。", "terms": [ "provenance", "核实", "Ahrefs", "Forbes", "Edelman", "数据出处" ] } ], "source": { "kind": "local", "ref": "mrs-ev-model/Journal.md（#23 #25 #26 #30 等条，整理自本仓库提交历史）", "access": "本地素材直接结构化；原始 Journal 与 commit 时间戳在 GitHub 仓库，可追溯" }, "updated": "2026-10-04", "status": "live", "valid_until": "长期", "review_cadence": "不需复核（历史记录）", "boundaries": { "not_for": [ "**是过程记录，不是结论**——这些错误是特定时点、特定认知下的产物，**不要当作现行规则**", "**不适用于其他项目**——每条纠正都绑定本模型的具体语境，脱离语境会失去意义" ], "weak_at": [ "**部分纠正本身也可能被后续纠正**——trace 是累积的，旧的纠正不因被记录而免疫于再纠正" ], "requires_human": [ "**判断某条纠正是否适用于当下，必须由人做**——AI 不应自动把历史纠正升格为现行规则" ], "verify": [ "每条 trace 都标注了触发场景与纠正人，可回溯核对" ] } }, { "id": "kpub-trace-seed-awakening", "layer": "K_pub", "kind": "trace", "title": "试错记录 · 我一直在做炼化炉，直到发现它是无源之水", "summary": "一份「迹」——记录一个创业者对自己多年路径的自我诊断。原话：「我一直在做炼化，做炼化炉。在炼化这个阶段里下功夫，考虑流通也少。后来才发现，任何东西都有炼化和流通两个阶段。现在才真正发现，你得先有自己的知识库。这是种子，然后你才能去炼化。这是在产生项目，然后它还能流通使用、发挥价值，这是一个三位一体的东西。以前光做了后面的，这是无源之水。所以要先有：一个 AI，再有知识库，才去考虑后面的炼化、流通使用。」—— 关键觉醒：把知识库（K）从『流通端的资产』重新认作『炼化端的种子』，即一切项目的上游。", "tags": [ "试错", "决策记录", "炼化", "流通", "知识库", "种子", "三位一体", "无源之水", "自我诊断" ], "entities": [ "炼化", "流通", "K", "知识库", "种子", "三位一体", "无源之水", "AI", "项目" ], "relations": [ { "rel": "印证", "target": "kpub-two-phase" }, { "rel": "修正", "target": "kpub-hardcore-K" }, { "rel": "属于", "target": "kpub-mrs-ev-model" } ], "sections": [ { "anchor": "a1", "title": "病根：在炼化端下了全部功夫，上游是空的", "gist": "自述：过去一直重仓炼化端（做炼化炉），在「怎么炼」上下全部功夫，对流通考虑得少。后来发现任何价值活动都有炼化与流通两个相位。真正的病根是 —— 把炼化的上游（原料/种子）跳过了。炼化炉转得再快，没有原料就是空转。原话：「以前光做了后面的，这是无源之水。」", "terms": [ "炼化炉", "炼化", "流通", "无源之水", "空转", "上游" ] }, { "anchor": "a2", "title": "觉醒：知识库不是出口，是种子", "gist": "关键转折：「你得先有自己的知识库。这是种子，然后你才能去炼化。」—— 把 K 从『AI 入口时代的流通端资产』重新认作『炼化端的种子』。同一物的两个视角：从流通端看它是资产（可被调用、可成交）；从炼化端看它是原料（一切项目的源头）。原话说得更直白：先有种子，才谈炼化。", "terms": [ "知识库", "种子", "K", "流通端资产", "炼化端种子", "入口", "出口" ] }, { "anchor": "a3", "title": "三位一体：不是三段，是一个转起来的轮子", "gist": "自述结构：知识库（种子）→ 炼化（产生项目）→ 流通使用（发挥价值）。关键补充：这三者构成闭环 —— 流通拿到的反馈会作为新种子回填知识库。所以「三位一体」的真意不是三个独立阶段，而是一个正反馈轮：K 越厚 → 炼化越快 → 试错越多 → 反馈越多 → K 越厚。光做炼化是水没源，光做流通是物没根，三者一起转才有复利。", "terms": [ "三位一体", "闭环", "正反馈", "复利", "回填" ] }, { "anchor": "a4", "title": "入场顺序：先有 AI，再有库，再谈项目", "gist": "自述的操作序列：① 必须拥有一个 AI（没有它，谈不上进入 AI 时代）；② 用 AI 建立自己的知识库，分 public / private，把它资产化；③ 有了这个基础，再去谈用什么项目把它呈现、究竟做什么项目 —— 这才算站在风口里。关键：顺序不可换。大部分人反着来（先问做什么项目），结果是无源之水、空手进场。正确的第一推力是「先攒种子」，而非「先想项目」。", "terms": [ "入场顺序", "AI", "知识库", "public", "private", "资产化", "项目", "风口", "第一推力" ] } ], "source": { "kind": "inline", "ref": "对话直接输入（2026-10-04，用户回顾自身路径的原话）", "access": "用户原创自述，经结构化整理；原话保留在 summary 与各段 gist 中" }, "updated": "2026-10-04", "status": "live", "valid_until": "长期", "review_cadence": "不需复核（历史记录）", "boundaries": { "not_for": [ "**是自我诊断记录，不是普适创业建议**——『无源之水』这个判断针对的是本项目与当时认知，不能推广为『所有先做流通的都是错的』", "**不适用于「知识库优先」被当作万能解**——该判断有前提：所处环节确实需要可信原料；若项目瓶颈在渠道，优先建库是浪费" ], "weak_at": [ "**『三位一体（AI + 知识库 + 项目）』这个次序是事后总结**——当时并未预设，是回溯才看清的，**不具备预测力**" ], "requires_human": [ "**判断自己的项目该先做哪一相，必须由人做**——AI 无法替你评估你所在环节的真实瓶颈" ], "verify": [ "关联资产：kpub-trace-failures（同为过程记录，含模型被纠正的完整轨迹）" ] } }, { "id": "kpub-two-phase", "layer": "K_pub", "title": "两阶：炼化 / 流通 + 分合节律", "summary": "任何价值活动都可拆成两段相位：炼化（原料→产品）与流通（产品→使用→交换→运输）。瓶颈在这两端之间轮换，谁占住当轮瓶颈那一端，谁收租 —— 收租权的转移，就是地主的更替。合与分不是两个状态，是永恒摆动的节律。", "tags": [ "价值活动", "炼化", "流通", "瓶颈", "收租", "分合", "四代", "商业模型" ], "entities": [ "炼化", "流通", "瓶颈轮换", "收租权", "农业时代", "工业时代", "信息时代", "数字时代" ], "relations": [ { "rel": "属于", "target": "kpub-mrs-ev-model" }, { "rel": "为", "target": "kpub-hardcore-K" } ], "source": { "kind": "inline", "ref": "对话直接输入（2026-09 期间多轮）", "access": "已整理入内核 Memory.md 第十一节" }, "updated": "2026-10-02", "status": "live", "valid_until": "2027-04-04", "review_cadence": "每 12 个月", "boundaries": { "not_for": [ "**不是经济学模型，也不是可量化的经济学理论**——『瓶颈轮换 = 收租权转移』『分合节律』是对产业现象的**哲学归纳**，没有数据支撑，不能用来预测具体市场", "**不适用于企业内部效率优化**——两阶（炼化/流通）讲的是价值链位置，不是流程改进方法论" ], "weak_at": [ "**分不清「哪一阶」是最常见的误用**——多数组织同时在两阶，强行归类会得出错误结论", "『收租权转移』是比喻，不是可操作的分配机制" ], "requires_human": [ "判断自己所处的相位**必须由人做**——AI 无法替你判断组织在产业链的真实位置" ], "verify": [ "关联资产：kpub-agents-md-convergence 以 AGENTS.md 标准收敛为实例，印证『瓶颈轮换』在工具生态上的表现" ] }, "kind": "knowledge" }, { "id": "kpub-venue-lineage", "layer": "K_pub", "kind": "knowledge", "title": "场域三代：集市 → 商场 → 线上，变的不是形式是信任的来源", "summary": "用户口述的顿悟（2026-10-06）：交易场域沿集市、商场、线上三线演化，老的没死只是越来越弱；门头房是介于集市与商场之间的长期并存形态；顺风口则线上是主战场，知识库就建在云上即线上。本条在此基础上补三个推导：①三代真正变的是**信任的来源**（熟脸→资本担保→结构自证），商场的贵不是贵在地段，是贵在替顾客承担了风险；②内容变轻而结构必须变重，因为线下免费提供的地段/熟脸/被路过，线上必须自己造，这就是 boundaries 存在的理由；③**一个对 K 层不利的推论**——直播的胜利证明线上不是新场域而是集市形态的数字化，那么纯货架形态（我们的索引页与 JSON）恰是最难被自然发现的一种。本条落点：K_pri 首件应做成「直播间」形态而非「商品详情页」形态。", "tags": [ "集市", "商场", "线上", "场域", "信任来源", "边际成本", "注意力", "K_pri", "形态选择", "可引用断言", "知识库", "云端", "两阶", "流通", "K层" ], "entities": [ "集市", "商场", "线上", "门头房", "直播间", "K_goods 户外画板模板", "K_pri 首件", "边界四栏 boundaries", "index.json", "VR 集市时代", "信息时代", "数字时代" ], "relations": [ { "rel": "同构", "target": "kpub-two-phase", "note": "用户原论里的「炼化 / 流通」与此条的三代场域是同一件事的时间轴视角：两阶说的是两个环节，本条说的是流通端形态如何随时代更替" }, { "rel": "印证", "target": "kpub-hardcore-K", "note": "「被调用即存在」是 K 层的铁律；本条给出它的反面：不被调用不只是「没被发现」，还可能是「形态本身不便于被整段引用」" }, { "rel": "反证", "target": "kpub-outdoor-sketch-board-template", "note": "该资产是纯货架形态（字段齐全、可编程），当前处境是「结构完美但没人问它」—— 本条据此推出 K_pri 首件应做直播间形态" }, { "rel": "印证", "target": "kpub-discovery-layer-gap", "note": "「货架本身不是入口，被问到才会被调用」与 v1.7.0 的结论同源：llms.txt 只是让代理找得到入口，答不出具体问题就还是零" }, { "rel": "落点", "target": "kpub-mrs-ev-model", "note": "双入口结构（JSON 给程序 + 答案页给提问者）即门头房形态在 K 层的对应物：不追求最优雅，追求两套入口都在" }, { "rel": "反证", "target": "kpub-wei-zhong-bloodletting", "note": "委中放血那条是『直播间型』的对照样本：有具体断言、有反面边界、有『牛皮癣≠银屑病』这类可整段引用的句子 —— 形态上恰好符合本条建议，而户外画板模板是纯货架形态。两者处置结果可作对比观察" } ], "sections": [ { "anchor": "yiban-yu-sandao", "title": "用户原论：三代场域并存，不是替代", "gist": "农业时代就有集市，工业时代继续存在，信息时代与数字时代也在；工业以来物质丰富催生了商场，数字时代仍在但已略显没落——**因为成本挺高，且依托房地产**；第三种是云端，可通称为「线上」——直播间、自媒体间、网上工作室。关键判断：**新的不是取代旧的，老的没死，只是越来越弱。** 集市上照样有人接受线上订单，因为他也有一个线上主体。", "terms": [ "集市", "商场", "线上", "云端", "直播间", "自媒体间", "网上工作室", "并存", "越来越弱", "农业时代", "工业时代", "信息时代", "数字时代", "房地产" ] }, { "anchor": "mentoufang", "title": "用户原论：门头房是长期大量存在的中间态", "gist": "即使有一间门头房，它**介于集市和商场之间，也是一种存在，且大量存在**，同样能接线上订单。判据不在于身处哪个时代，而在于**有没有线上思维**。这解释了为什么三代并存不是过渡态的必然，而是稳态：总有一批人处在中间，而中间态本身就有生命力。", "terms": [ "门头房", "中间态", "线上思维", "接单", "稳态", "生命力" ] }, { "anchor": "zhanlü-zhongliang", "title": "用户原论：轻重侧重随时代不停演化", "gist": "集市是农业时代就有的最早期模式；商场是工业化后物质丰富才出现的交易场景；线上是第三种。**原料与产品的轻重侧重随时代不停演化**——这是本条的原话，也是「两阶」在时间轴上的表达。用户据此推出自己的行动结论：**顺着风口走，线上是主战场，知识库就是建在云上的服务区。**", "terms": [ "原料", "产品", "轻重侧重", "演化", "风口", "主战场", "云端服务区", "知识库" ] }, { "anchor": "tuixin-yizhao", "title": "推导一：变的不是形式，是信任的来源", "gist": "三代场域的真正变量不在形态，而在**信任由谁提供**：①**集市**——信任=熟脸+物理在场，「你就在那儿，跑不了」，成本几乎为零，因为环境本身就担保；②**商场**——信任=品牌+担保（明码标价、统一售后、假一赔十），本质是**用资本买确定性**，租金装修柜台导购都是实打实开支；③**线上**——若只有「有个网站」，信任是**零**。所以线上的信任必须由别的结构承担，而不能由平台承担。**四栏 boundaries 的全部理由就在这里：它不是免责声明，它是线上的信任基础设施。** 没有它，线上只是一个空货架。", "terms": [ "信任来源", "熟脸", "物理在场", "品牌担保", "明码标价", "资本买确定性", "信任为零", "结构自证", "boundaries", "信任基础设施", "空货架" ] }, { "anchor": "fanzhong-jie", "title": "推导二：内容变轻，结构必须变重", "gist": "集市上摊主不需要写说明书——**地段、熟脸、被路过，这些在集市里都是免费的**。线上这四样全没了，于是竞争转移到**结构**这一层：schema 契约、边界声明、反查表、时效标记。这不是把简单的事搞复杂，是**把线下免费提供的东西自己造出来**。由此修正一个顺序认知：通常说「接下来看你的货」，但线上真正稀缺的不是货，是**被看见**——集市上货和人是同一个物理位置，线上两者分开了。**看货之前先得能被找到。**", "terms": [ "结构变重", "地段", "被路过", "免费信息", "schema 契约", "反查表", "时效标记", "注意力", "被看见", "顺序认知" ] }, { "anchor": "dui-kbufavorable", "title": "推导三（对 K 层不利）：线上不是新场域，是集市形态的数字化", "gist": "直播间的胜利恰恰证明了这个反直觉的判断——它完整保留了集市基因：叫卖、砍价、即时互动、摊位感、人格化，因此打得过 B2C 详情页；而纯货架式电商本质是**把商场货架搬到线上**，成本一样高、转化反而更低。按此推论对我们不利：K 层当前是**商场货架的数字化形态**（索引页、JSON 字段、反查表、边界四栏），字段齐全、可编程检索，但这**恰恰是最难被自然发现的一种形态**。反观关道版《道德经》的逐句串讲（有人声、有论辩、有具体断言）反而更易被引用，因为**它有可被整段搬走的句子**。这解释了 v1.7.0 的困惑：为什么 robots 与 JSON-LD 都做了，仍不确定有没有被 AI 抓到。", "terms": [ "集市形态数字化", "叫卖", "砍价", "摊位感", "人格化", "货架形态", "商场货架搬到线上", "可被整段搬走的句子", "道德经", "自然发现", "B2C 详情页" ] }, { "anchor": "kpri-xingtao", "title": "落点：K_pri 首件选形态，而不是写价签", "gist": "既然形态即策略，K_pri 首件就不是「写一份服务说明」，而是**在两种形态里选一种**：①**直播间型**——有具体断言、有反面边界、有本人判断，利于被检索、被引用、被 AI 拿去回答；②**商品详情页型**——字段齐全、可编程、可结算，利于被机器读取、被程序调用。**建议先做直播间型**，理由不是策略而是机制：K_goods 那件户外画板模板就是纯货架形态，当前处境是「结构完美但没人问它」，这是现成的反证。具体做法：K_pri 首件不要写成服务说明，要写成「我主张什么、我不主张什么、你怎么判断我是不是在吹」。这样同时具备可被引用的具体断言（利于发现）、可被引用的具体边界（利于信任）、可被程序读取的价签字段（利于成交）。", "terms": [ "形态即策略", "直播间型", "商品详情页型", "具体断言", "反面边界", "价签字段", "现成反证", "怎么判断我是不是在吹" ] }, { "anchor": "menkoufang-duiying", "title": "收口：双入口即门头房在 K 层的对应物", "gist": "三代并存意味着「门头房」是长期大量存在的中间态，那么 K 层不必追求最优雅的结构，只需**两套入口都在**：`index.json` 是一套（给程序，可编程、可结算），答案型页面是一套（给提问者，可整段引用）。这不优雅但是是双入口的，与门头房的处境同构。**判断有没有线上思维就一条：你的东西有没有一个能被整段搬走的句子。** 没有的话，流量来了也接不住。", "terms": [ "双入口", "门头房对应物", "整段搬走", "线上思维判据", "接住流量", "不优雅", "同构" ] } ], "source": { "kind": "inline", "ref": "用户口述（2026-10-06 对话）。用户原论标注为「用户原论」，三个推导为 AI 补充并已明确区分。", "access": "inline", "origin": "chat" }, "updated": "2026-10-06", "status": "live", "valid_until": "2027-10-01", "review_cadence": "每 6 个月复核；重点复核「直播间形态更易被引用」这一判断是否被观测数据支持或推翻", "boundaries": { "not_for": [ "**这不是历史学分期** —— 集市/商场/线上是分析框架，不是断代结论。真实历史里三者长期并存且互相渗透，边界模糊，用它去给具体历史事件定年一定出错", "**不可当作商业模式建议的通用模板** —— 本条讲的是知识/内容资产在哪个场域更易被发现，不是所有行业都适用。实物零售、线下服务业的场域逻辑与内容资产不同", "**不可推出「线下会消失」** —— 用户原话明确说了「老的没死」。本条主张的是重心转移，不是替代", "**不可把「直播间形态」当成万能解** —— 它是相对更易被检索与引用的形态，不是有内容就能赢的形态。若无具体主张，再「直播」也接不住" ], "weak_at": [ "**三个推导均无观测数据支撑** —— 「线上信任必须由结构承担」「结构比内容更决定被发现」「直播间形态更易被引用」全部是推理结论，没有流量、转化或引用率数据验证。这与 v1.7.0 那条「做了但拿不到数」是同类问题，只是这里连观测手段都还没有", "**「商场成本高」只解释了成本，未解释信任的净效果** —— 商场担保确实降低了顾客的验证成本，但若平台自身失信（如跑路、假货），担保反而更不可信。线上结构自证是否真的更优，取决于结构是否可信，**而结构自身也需要被验证**。这一层本条没有处理", "**「K_goods 没人问」未经观测** —— 断言该资产当前处境是「结构完美但没人问它」，实际只是**尚未观测到有人问**。这两者有区别：可能它的问题是对错而非形态", "**「有可被引用的句子更易被引用」是同义反复** —— 换成「说得具体的东西更容易被找到」更准确，但也更平庸；这一推论没有解释**为什么**格式会影响可引用性，机制层未补", "**K_pri 首件形态建议未经任何真实交易检验** —— 建议先做直播间型是基于 K_goods 的类比推理，而 K_goods 本身还没有成交过。这是拿一个未验证的案例去指导下一个案例" ], "requires_human": [ "K_pri 首件的**标的与内容必须由人给出** —— 不得虚构。虚构标的等于传播假参数，正是本模型 K_goods 模板自己写明的坑", "「选哪种形态」是战略取舍，需人拍板：直播间型利于被引用与建立信任，详情页型利于被程序调用与结算，两者不可完全互相替代", "是否接受「线上为主战场」这个前提，由人判断 —— 若所处业务的成交仍主要发生在线下，本条的推论需重做", "是否投入装流量统计以观测验证，需人决定成本收益（这直接决定 weak_at 里的三个推导能否升级为结论）" ], "verify": [ "**核实三代场域的成本结构** —— 商业地产租金、人力成本、线上获客成本的量级对比。任何具体数字需查当地市场数据，不可引用传闻", "**核实「结构影响被引用」** —— 需观测：带 JSON-LD 的页面 vs 不带的页面，在 AI 答案中被引用的频率差异。本条 v1.7.0 埋的埋点（爬虫抓取次数）是前置条件，**目前尚无数据**", "**核实「可被整段引用的句子更易被引用」** —— 需对比同一内容的两种形态（散文化 vs 结构化 + 可引用断言）在 AI 答案中的出现率。目前是纯推测", "**核实 K_pri 首件形态建议** —— 上架后观测：直播间型表述是否真的带来更多被引用/被咨询。**首件成交前，本条的落点建议只是待验假设**", "**反证检查**：若某天发现线下场域在内容/知识资产上的成交占比重新超过线上，本条的时代判断需推翻重写" ] } }, { "id": "kpub-wei-zhong-bloodletting", "layer": "K_pub", "kind": "knowledge", "title": "倪海厦转述 · 委中穴放血与皮肤病（附强制边界）", "summary": "微信公众号「医道生活」2026-09-25 转述倪海厦讲皮肤病：主张「所有皮肤病在委中穴放血」，病机为「皮毛之病根在血分」，给出踮脚→拍打→刺血→拔罐的操作序列，附五条日常养护（出汗、少生冷甜腻、情绪平稳、勿乱用激素药膏、白色食物润肺）。本条入库**不是** endorsement：它是传统医学体系内部的陈述，非现代医学共识；含一句绝对化断言与一个有创操作，必须带边界引用。详见 boundaries。", "tags": [ "中医", "医道", "委中穴", "放血", "腘窝", "郄穴", "膀胱经", "合穴", "皮肤病", "皮肤癣", "湿疹", "血分", "血毒", "肺主皮毛", "脾生湿", "湿热", "倪海厦", "医道生活", "公众号", "二次转述", "有创操作", "可证伪性", "K层" ], "entities": [ "倪海厦", "医道生活（微信公众号）", "汉唐中医", "《针灸大成》", "肺", "脾", "膀胱经", "委中穴", "足太阳膀胱经", "神经性皮炎", "银屑病", "湿疹", "荨麻疹" ], "relations": [ { "rel": "印证", "target": "kpub-hardcore-K", "note": "中医养生类问题 AI 最容易两种失手：一律拒答，或凭空编造。带边界的结构化记录 = 既能检索到、又不误导 —— 这正是 K 层「被调用即存在」的意义" }, { "rel": "属于合集", "target": "collection:中医与养生", "note": "待建的医道类合集位" }, { "rel": "同源", "target": "kpub-daodejing-yinzi-guandao", "note": "同属『传统诠释体系的知识资产』：两者都要求先接受一套内部约定（阴阳/气血 vs 道脉源流），才能读懂其论述。这是知识的入场券，也是它的边界" }, { "rel": "落点", "target": "kpub-discovery-layer-gap", "note": "本条的答案型页面（/answers/wei-zhong-bloodletting.html）是发现层落地的第一个实例 —— 补内容的同时补管道" } ], "sections": [ { "anchor": "bingji-zhu-wei-zai-xue", "title": "病机主张：皮肤病根在血分，不在皮肤", "gist": "原文主张中医看皮肤病「从来不只看皮肤」——肺主皮毛，皮肤是内脏的一面镜子：肺津不足则皮肤干痒起屑；脾胃湿气重则湿热外蒸、长湿疹红疹；血分不清净则皮肤发红发烫化脓。结论句是「皮肤上的病，根子不在皮肤，在血里，在脏腑里」。**这是一套体系内部的因果解释，不是病理机制陈述**——它在五行-藏象-气血的语言里自洽，脱离该语言不成立。", "terms": [ "肺主皮毛", "津液", "脾生湿", "湿热", "血分", "血毒", "病机", "藏象", "五行" ] }, { "anchor": "weizhong-xue-baixue", "title": "委中穴：别名「血郄」，足太阳膀胱经合穴", "gist": "定位：膝后腘窝正中、两筋之间。命名层：郄穴为十二正经中主治急症/炎症的特定穴类，委中亦称「血郄」；委中同时是足太阳膀胱经的合穴，而膀胱经「主一身之表」。体系推论：在此处放血 = 通过膀胱经这条最大的表部通道清理血分之毒。**可核实部分**：穴位定位与所属经络可查针灸经络学教材；「郄穴主急症」亦为中医诊断学标准内容。**不可核实部分**：「血郄」这一别名与「血毒」的对应关系，属该体系内部设定，外部无从证伪。", "terms": [ "委中穴", "腘窝", "血郄", "郄穴", "合穴", "足太阳膀胱经", "膀胱经", "主一身之表", "经络腧穴学" ] }, { "anchor": "caozuo-xulie", "title": "操作序列：踮脚 → 拍打 → 刺血 → 拔罐", "gist": "原文所述步骤：①面壁站立，双脚踮起、脚后跟抬起，使委中绷紧；②以水或米酒拍打委中位置，「青筋」显露；③放血针刺入出血；④再拔火罐吸出残留瘀血。原文强调「踮脚这个姿势很关键」，称踮脚可使血中毒集中于委中。**这是有创操作**——刺破皮肤见血、拔罐致皮下出血。原文末尾亦自承「放血属于医疗操作，需要专业人员来做，不要自己在家尝试」。", "terms": [ "委中", "踮脚", "足跟", "拍打", "青筋", "放血针", "刺血", "拔罐", "火罐", "有创操作", "瘀血", "医疗操作" ] }, { "anchor": "jizhi-shuofa", "title": "作用机制叙事：给毒一个出路", "gist": "原文的论证：外用药膏等于「把毒又压回去」，故反复发作；委中放血则把毒直接从血里排出，「毒有出路了，皮肤上的症状自然就消了」。并称膀胱经打通后「气血一走，皮肤上的垃圾就被带走了」。**注意这里的论证方向**：这是从「体外治标不如体内排源」这一中医治疗原则推出的一般性正当化叙事，本身并非疗效证据。原文另称此法「比吃很多药都来得快」「消得很快」，属经验性断言，无对照数据。", "terms": [ "毒有出路", "治标", "治本", "体外用药", "药膏", "气血", "膀胱经瘀堵", "经验性断言", "对照组", "疗效证据" ] }, { "anchor": "huayang-wutiao", "title": "日常养护五条（低风险部分，可独立采纳）", "gist": "①别长吹空调，该出汗就出汗——原文引「夏天不出汗，疾病多一半」，汗为排垃圾通道；②少吃生冷甜腻——生冷伤脾阳、甜腻生湿；③情绪平稳——「皮肤病发作常与情绪压力有关」，气机郁滞则病重；④皮肤干痒勿乱抹激素药膏——原文称激素「强行把皮肤里的精气升发出来止痒」，久则皮肤亢奋增生；⑤多吃养肺润燥食物——梨、百合、银耳、山药等白色食物，肺润则皮润。**此五条中②③⑤属生活方式建议，风险低、可独立采纳，不必等待前三条成立**。①④涉及出汗与激素用药，其中「勿自行长期外用激素」与现代皮肤科原则方向一致，但「激素致亢奋增生」的说法在现代医学语境下不准确（见 boundaries）。", "terms": [ "空调", "出汗", "生冷", "甜腻", "脾阳", "湿气", "情绪压力", "气机郁滞", "激素药膏", "外用糖皮质激素", "养肺润燥", "梨", "百合", "银耳", "山药" ] }, { "anchor": "zhuanshu-lian", "title": "转述链：倪海厦 → 公众号「医道生活」→ 本条", "gist": "**本条是二次转述，不是原始记录。** 链条：倪海厦（汉唐中医，其针灸/人纪系列讲课为传播源）→ 微信公众号「医道生活」2026-09-25 整理转述 → 本条。文中所有「倪师说」「倪师原话」均为**该公众号的转述措辞**，未附原始讲课出处、时间、上下文。**这意味着**：(a) 存在转述失真风险，原意可能被加强或改写；(b) 无法核验「倪师原话」是否逐字属实；(c) 该文本身是**自媒体内容，不是同行评议出版物**，无临床数据、无病例系列、无对照组。入库时不得把它标注为「倪海厦著」或「医学研究支持」。", "terms": [ "倪海厦", "汉唐中医", "医道生活", "二次转述", "传播链", "自媒体", "同行评议", "原始出处", "转述失真", "临床数据" ] }, { "anchor": "jiejing-baohu-dai", "title": "现代医学语境下的名词错位（最易出事的一节）", "gist": "原文并列「皮肤癣」「牛皮癣」「湿疹」「荨麻疹」等词。其中：**「牛皮癣」在民间与中医语境常指神经性皮炎，而现代医学的「牛皮癣」是银屑病**——两者是完全不同的病，后者是免疫介导的系统性疾病，与「血毒」「湿热」无对应关系。**这是本条最可能被 AI 或读者误用的一处**：若把「委中放血有效」直接对应到银屑病，属跨体系误用，风险实质。原文未做任何病名区分地并列使用，是转述简化的产物，不是倪师原意。所有现代医学病名（银屑病、特异性皮炎、荨麻疹）均**不应**套用本条内容。", "terms": [ "牛皮癣", "神经性皮炎", "银屑病", "湿疹", "特应性皮炎", "荨麻疹", "病名错位", "免疫介导", "系统性", "跨体系误用" ] } ], "source": { "kind": "cloud", "ref": "https://mp.weixin.qq.com/s/0-HkUi0RYZu1vgVJtmHFjA", "access": "public_web（微信公众号「医道生活」，2026-09-25，原创）", "origin": "web" }, "updated": "2026-10-06", "status": "live", "valid_until": "2027-10-01", "review_cadence": "每 6 个月复核；重点复核「病名错位」一节是否需扩写，以及现代医学证据更新", "boundaries": { "not_for": [ "**不可作为医疗依据** —— 本条是传统医学体系内部的陈述，不是现代医学共识，不构成诊断、治疗方案或用药建议。任何身体不适应就医", "**不可自行操作** —— 委中放血为有创操作（刺破皮肤见血 + 拔罐致皮下出血）。原文自承「需要专业人员来做，不要自己在家尝试」。感染、贫血、凝血异常、皮肤破损处均属禁忌，且原文未列举", "**「所有皮肤病在委中穴放血」是绝对化断言，不是临床结论** —— 无病例系列、无对照数据、无不良反应统计。这句话的说服力来自语气强度，不来自证据强度", "**不可与现代医学病名对接** —— 「牛皮癣」等民间/中医病名与银屑病、特应性皮炎等现代诊断不可等同。套用等同「跨体系误用」，可能延误正规治疗", "**不可外推至其他中医外治法** —— 本条只涉及委中放血，拔罐、刺络、刮痧等未涉及，不可认为「放血有效 ⇒ 一切放血疗法有效」" ], "weak_at": [ "**源头未核验** —— 本条是公众号对倪海厦讲课的二次转述，无原始出处（哪一次课、哪一年、讲稿原文）。转述可能加强语气或改变原意", "**「血毒」无对应的现代量化指标** —— 该词在中医语境指体内代谢产物蓄积的病机概念，与现代医学的血氨、肌酐、特定炎症因子等均不能划等号。AI 若被问「血毒怎么测」，本条无法回答", "**「激素致皮肤亢奋增生」不准确** —— 原文警告勿乱用激素药膏，方向与现代皮肤科原则一致（避免长期滥用外用糖皮质激素），但把机制说成「强行升发精气」「亢奋增生」是中医语言。规范表述是：长期不当外用激素可致皮肤萎缩、毛细血管扩张、激素依赖性皮炎等，需在医生指导下控制使用", "**疗效速度的断言无支撑** —— 「消得很快」「比吃很多药都来得快」属经验性表述，无数据。任何急重皮肤病都应先就医而非试用本法", "**未提及禁忌与风险** —— 原文无任何禁忌证、风险提示、不良反应记录。糖尿病足、静脉曲张、凝血功能异常、孕妇、抗凝用药者等人群是否适用，完全未讨论" ], "requires_human": [ "任何实际操作（放血、针刺、拔罐）必须由有资质的医疗人员执行", "任何身体症状的诊断与治疗决策必须由人接诊医师判断", "是否采纳五条日常养护建议，由使用者自行判断（②③⑤项风险低可独立采纳）", "若读者有具体皮肤症状，**先看皮肤科**，再决定是否参考本条" ], "verify": [ "**验证穴位与经络定位**：委中穴位置（腘窝横纹中点）、足太阳膀胱经循行、「郄穴主治急症」——可查《经络腧穴学》《中医诊断学》任一版本教材", "**验证「血郄」别名**：可查针灸文献；但需注意该别名在文献中标注不普遍，属后世特定用法", "**验证现代部分**：现代医学对银屑病/特应性皮炎/荨麻疹的定义与治疗指南，PubMed 与各专业学会指南可查——**这一侧与本条原文冲突时应以现代指南为准**", "**验证外用激素的真实风险**：查皮肤科权威科普对「激素依赖性皮炎」「皮肤萎缩」的描述，与本条 §皮毛 的中医解释分开评估", "**本条无法验证的**：委中放血对任何具体疾病的疗效——**除设计良好的临床研究外，无可靠途径可验证**。若有人声称有，请索要研究设计与数据" ] } } ], "pri": [] }