{ "generated": "2026-11-05", "sha": "707df050bf85", "node": { "id": "ep:82", "type": "Episode", "name": "EP.82", "slug": "82", "ep": 82, "date": "2026-04-24", "page": "/buzzwords/82/", "n_models": 0, "title": "设计也被 MD 化了", "oneliner": "设计系统被拆成 yaml 给机器 + Markdown 给人；数千 CEO 说 AI 没提升生产力；文言文提示词提升 token 效率", "minutes": 60, "template": "archive", "status": "published", "kind": "archive", "kind_zh": "档案重建", "entry": "agent", "by": "episode-import", "at": "2026-11-04T16:15:12", "n_stories": 6, "n_topics": 6, "n_items": 166, "n_sections": 1, "n_material": 166, "degree": 0, "n_entities": 30, "scale": "6 个故事线 / 专题 · 166 个条目 · 讲到 30 个实体" }, "page": "https://xiaopingfeng.com/graph/e/ep/82/", "out": [], "in": [ { "type": "part_of", "sentence": "设计系统的范式转移属于EP.82", "direction": "in", "id": "story:82-t1", "name": "设计系统的范式转移", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "数千位 CEO 说：AI 没提升生产力属于EP.82", "direction": "in", "id": "story:82-t2", "name": "数千位 CEO 说：AI 没提升生产力", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "稀缺的不是数据规模，是数据质量属于EP.82", "direction": "in", "id": "story:82-t3", "name": "稀缺的不是数据规模，是数据质量", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "用文言文写提示词属于EP.82", "direction": "in", "id": "story:82-t4", "name": "用文言文写提示词", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "系统提示词的逐行变化，是最好的产品窗口属于EP.82", "direction": "in", "id": "story:82-t5", "name": "系统提示词的逐行变化，是最好的产品窗口", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "「人在回路」在某些场景里根本不成立属于EP.82", "direction": "in", "id": "story:82-t6", "name": "「人在回路」在某些场景里根本不成立", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Five men control AI. Who should control them?属于EP.82", "direction": "in", "id": "item:82-m2-76c2c3", "name": "Five men control AI. Who should control them?", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "New Future of Work 2026: AI is driving rapid change, uneven benefits属于EP.82", "direction": "in", "id": "item:82-m2-e792c9", "name": "New Future of Work 2026: AI is driving rapid change, uneven benefits", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "How Silicon Valley turned scientists into exploited gig workers属于EP.82", "direction": "in", "id": "item:82-m2-ebafaf", "name": "How Silicon Valley turned scientists into exploited gig workers", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Want to understand the current state of AI? Check out these charts.属于EP.82", "direction": "in", "id": "item:82-m2-45683c", "name": "Want to understand the current state of AI? Check out these charts.", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Ben Horowitz: Why Open Source AI Will Determine America's Future属于EP.82", "direction": "in", "id": "item:82-m2-84fcb8", "name": "Ben Horowitz: Why Open Source AI Will Determine America's Future", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "What's Missing Between LLMs and AGI属于EP.82", "direction": "in", "id": "item:82-m2-21ea4c", "name": "What's Missing Between LLMs and AGI", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Changes in the system prompt between Claude Opus 4.6 and 4.7属于EP.82", "direction": "in", "id": "item:82-m2-a45bdb", "name": "Changes in the system prompt between Claude Opus 4.6 and 4.7", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "数千 CEO 承认 AI 未能提升生产力属于EP.82", "direction": "in", "id": "item:82-m2-d7c1ea", "name": "数千 CEO 承认 AI 未能提升生产力", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Figma 的困境因 Claude Design 进一步加剧属于EP.82", "direction": "in", "id": "item:82-m2-a722ad", "name": "Figma 的困境因 Claude Design 进一步加剧", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Uber AI 豪赌 34 亿美元，效果存疑属于EP.82", "direction": "in", "id": "item:82-m2-89fda4", "name": "Uber AI 豪赌 34 亿美元，效果存疑", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Cerebras 递交 S-1，AI 芯片巨头即将上市属于EP.82", "direction": "in", "id": "item:82-m3-91a36a", "name": "Cerebras 递交 S-1，AI 芯片巨头即将上市", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "超大型云服务商的基础设施投入已超过美国历史上大多数著名超级工程属于EP.82", "direction": "in", "id": "item:82-m3-981f6d", "name": "超大型云服务商的基础设施投入已超过美国历史上大多数著名超级工程", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "NVIDIA GB200 NVL72：对比 B200 推理性能提升 3 倍属于EP.82", "direction": "in", "id": "item:82-m3-98f484", "name": "NVIDIA GB200 NVL72：对比 B200 推理性能提升 3 倍", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "钻石涂层让中国 AI 数据中心冷却效率提升近一倍属于EP.82", "direction": "in", "id": "item:82-m3-26235b", "name": "钻石涂层让中国 AI 数据中心冷却效率提升近一倍", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "How Big Tech wrote secrecy into EU law to hide data centres' environmental toll属于EP.82", "direction": "in", "id": "item:82-m3-b20ef7", "name": "How Big Tech wrote secrecy into EU law to hide data centres' environmental toll", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Positron AI 计划在单台服务器运行 16 万亿参数模型属于EP.82", "direction": "in", "id": "item:82-m3-95bc1f", "name": "Positron AI 计划在单台服务器运行 16 万亿参数模型", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Claude Opus 4.7 系统卡属于EP.82", "direction": "in", "id": "item:82-m3-619bb9", "name": "Claude Opus 4.7 系统卡", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Qwen3.6-35B-A3B：面向所有人开放的 Agentic 编程能力属于EP.82", "direction": "in", "id": "item:82-m3-58a0bf", "name": "Qwen3.6-35B-A3B：面向所有人开放的 Agentic 编程能力", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Gemma 4: Byte for byte, the most capable open models属于EP.82", "direction": "in", "id": "item:82-m3-04a554", "name": "Gemma 4: Byte for byte, the most capable open models", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Ternary Bonsai 8B：性能接近 Qwen 3 8B，内存消耗仅 1/9属于EP.82", "direction": "in", "id": "item:82-m3-0ad3bc", "name": "Ternary Bonsai 8B：性能接近 Qwen 3 8B，内存消耗仅 1/9", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "内部消息：GPT-6 在 OpenAI 内部引发震撼属于EP.82", "direction": "in", "id": "item:82-m3-547fa1", "name": "内部消息：GPT-6 在 OpenAI 内部引发震撼", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Karpathy：模型庞大的根本原因是训练数据质量极差属于EP.82", "direction": "in", "id": "item:82-m3-513938", "name": "Karpathy：模型庞大的根本原因是训练数据质量极差", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Grok 4.5 将于 5 月下旬发布属于EP.82", "direction": "in", "id": "item:82-m3-bccc3b", "name": "Grok 4.5 将于 5 月下旬发布", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Qwen3.6-Max-Preview：Agentic 编码六项榜单全球第一属于EP.82", "direction": "in", "id": "item:82-m3-46f31c", "name": "Qwen3.6-Max-Preview：Agentic 编码六项榜单全球第一", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenMythos：Claude Mythos 循环 Transformer 架构的开源理论重构属于EP.82", "direction": "in", "id": "item:82-m3-a03373", "name": "OpenMythos：Claude Mythos 循环 Transformer 架构的开源理论重构", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "openai.com · introducing gpt 5 5属于EP.82", "direction": "in", "id": "item:82-m3-88f2a0", "name": "openai.com · introducing gpt 5 5", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "用户对 Claude Design 的第一反应：\"我真的恨这东西有多好用\"属于EP.82", "direction": "in", "id": "item:82-m3-3ef36f", "name": "用户对 Claude Design 的第一反应：\"我真的恨这东西有多好用\"", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "设计系统完整指南：从三层架构到 AI 时代的实践属于EP.82", "direction": "in", "id": "item:82-m3-cd7701", "name": "设计系统（Design System）完整指南：从三层架构到 AI 时代的实践", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "What is DESIGN.md? - Stitch Docs属于EP.82", "direction": "in", "id": "item:82-m3-001d68", "name": "What is DESIGN.md? - Stitch Docs", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "GitHub - google-labs-code/design.md: A format specification for describing a visual identity to coding agents. DESIGN.…属于EP.82", "direction": "in", "id": "item:82-m3-28bf65", "name": "GitHub - google-labs-code/design.md: A format specification for describing a visual identity to coding agents. DESIGN.…", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Gemini 3.1 Flash TTS: the next generation of expressive AI speech属于EP.82", "direction": "in", "id": "item:82-m3-c4e549", "name": "Gemini 3.1 Flash TTS: the next generation of expressive AI speech", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Seedance 2.0: Advancing Video Generation for World Complexity属于EP.82", "direction": "in", "id": "item:82-m3-5f1b44", "name": "Seedance 2.0: Advancing Video Generation for World Complexity", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Gemini Robotics ER 2 — Google DeepMind属于EP.82", "direction": "in", "id": "item:82-m3-2c2b91", "name": "Gemini Robotics ER 2 — Google DeepMind", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "HY-World 2.0: A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds属于EP.82", "direction": "in", "id": "item:82-m3-4c4520", "name": "HY-World 2.0: A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI labs are paying six figures for the Slack data of dead startups属于EP.82", "direction": "in", "id": "item:82-m3-19b0cb", "name": "AI labs are paying six figures for the Slack data of dead startups", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "How robots learn: A brief, contemporary history属于EP.82", "direction": "in", "id": "item:82-m3-4a53c4", "name": "How robots learn: A brief, contemporary history", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Why having \"humans in the loop\" in an AI war is an illusion属于EP.82", "direction": "in", "id": "item:82-m3-9fbcc2", "name": "Why having \"humans in the loop\" in an AI war is an illusion", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI Cybersecurity Is Not a Compute Race属于EP.82", "direction": "in", "id": "item:82-m3-55c6f9", "name": "AI Cybersecurity Is Not a Compute Race", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Diagnosing LLM Judge Reliability: Conformal Prediction Sets and Transitivity Violations属于EP.82", "direction": "in", "id": "item:82-m3-59744f", "name": "Diagnosing LLM Judge Reliability: Conformal Prediction Sets and Transitivity Violations", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "428 个第三方 LLM API 路由器安全测试：多个存在 API 密钥窃取风险属于EP.82", "direction": "in", "id": "item:82-m3-adaf09", "name": "428 个第三方 LLM API 路由器安全测试：多个存在 API 密钥窃取风险", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "NSA 无视五角大楼黑名单，秘密广泛使用 Anthropic Mythos属于EP.82", "direction": "in", "id": "item:82-m3-de5737", "name": "NSA 无视五角大楼黑名单，秘密广泛使用 Anthropic Mythos", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Claude Desktop 被指静默注册浏览器 Native Messaging 主机属于EP.82", "direction": "in", "id": "item:82-m3-8f488c", "name": "Claude Desktop 被指静默注册浏览器 Native Messaging 主机", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Atlassian 默认开启 Jira/Confluence 数据收集训练 AI，关闭开关刻意隐藏属于EP.82", "direction": "in", "id": "item:82-m3-8575e2", "name": "Atlassian 默认开启 Jira/Confluence 数据收集训练 AI，关闭开关刻意隐藏", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Notion 公开页面无需认证即可获取所有编辑者邮箱属于EP.82", "direction": "in", "id": "item:82-m3-4a32d5", "name": "Notion 公开页面无需认证即可获取所有编辑者邮箱", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Measuring Claude 4.7's tokenizer costs属于EP.82", "direction": "in", "id": "item:82-m4-691ade", "name": "Measuring Claude 4.7's tokenizer costs", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "ADeLe: Predicting and explaining AI performance across tasks属于EP.82", "direction": "in", "id": "item:82-m4-99c902", "name": "ADeLe: Predicting and explaining AI performance across tasks", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "DR³-Eval: Towards Realistic and Reproducible Deep Research Evaluation属于EP.82", "direction": "in", "id": "item:82-m4-92ef64", "name": "DR³-Eval: Towards Realistic and Reproducible Deep Research Evaluation", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Claude Opus 4.7 vs 4.6 Token 精确对比：文本 1.46×，高清图片 3×属于EP.82", "direction": "in", "id": "item:82-m4-8b1495", "name": "Claude Opus 4.7 vs 4.6 Token 精确对比：文本 1.46×，高清图片 3×", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "SuperLocalMemory V3.3: The Living Brain — Biologically-Inspired Forgetting for Zero-LLM Agent Memory属于EP.82", "direction": "in", "id": "item:82-m5-fbf0d2", "name": "SuperLocalMemory V3.3: The Living Brain — Biologically-Inspired Forgetting for Zero-LLM Agent Memory", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "TRACER: Trace-Based Adaptive Cost-Efficient Routing for LLM Classification属于EP.82", "direction": "in", "id": "item:82-m5-e276dc", "name": "TRACER: Trace-Based Adaptive Cost-Efficient Routing for LLM Classification", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Your Data Agents Need Context属于EP.82", "direction": "in", "id": "item:82-m5-71c876", "name": "Your Data Agents Need Context", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "A16Z: Where Enterprises are Actually Adopting AI属于EP.82", "direction": "in", "id": "item:82-m6-ce49fa", "name": "A16Z: Where Enterprises are Actually Adopting AI", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "A16Z: Surviving AI Price Wars Without Destroying Your Business属于EP.82", "direction": "in", "id": "item:82-m6-29256f", "name": "A16Z: Surviving AI Price Wars Without Destroying Your Business", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Mac Mini 因 AI Agent 需求爆火，却陷入严重缺货属于EP.82", "direction": "in", "id": "item:82-m6-e9ef5e", "name": "Mac Mini 因 AI Agent 需求爆火，却陷入严重缺货", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "LLM 时代谁将打造下一个 WordPress？属于EP.82", "direction": "in", "id": "item:82-m6-0e23a3", "name": "LLM 时代谁将打造下一个 WordPress？", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Ramp 为每位员工构建 AI 工作伙伴：350+ Skills，Git 管理版本属于EP.82", "direction": "in", "id": "item:82-m6-71ba11", "name": "Ramp 为每位员工构建 AI 工作伙伴：350+ Skills，Git 管理版本", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Discourse 拒绝闭源：AI 时代开源更安全属于EP.82", "direction": "in", "id": "item:82-m6-480528", "name": "Discourse 拒绝闭源：AI 时代开源更安全", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "The AI Scientist: Towards Fully Automated AI Research, Now Published in Nature属于EP.82", "direction": "in", "id": "item:82-m6-127709", "name": "The AI Scientist: Towards Fully Automated AI Research, Now Published in Nature", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Google DeepMind 发布 MedGemma 1.5：开源 4B 医疗基础模型属于EP.82", "direction": "in", "id": "item:82-m6-7b431e", "name": "Google DeepMind 发布 MedGemma 1.5：开源 4B 医疗基础模型", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Claude Design属于EP.82", "direction": "in", "id": "item:82-m6-945792", "name": "Claude Design", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "blog.cloudflare.com ↗属于EP.82", "direction": "in", "id": "item:82-m7-140176", "name": "blog.cloudflare.com ↗", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "blog.cloudflare.com ↗属于EP.82", "direction": "in", "id": "item:82-m7-680e6a", "name": "blog.cloudflare.com ↗", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Is Your Site Agent-Ready?属于EP.82", "direction": "in", "id": "item:82-m7-3c4b88", "name": "Is Your Site Agent-Ready?", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Connect the dots: Build with built-in and custom MCPs in Studio属于EP.82", "direction": "in", "id": "item:82-m7-a88768", "name": "Connect the dots: Build with built-in and custom MCPs in Studio", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Google 发布多 Agent 私有网络架构最佳实践指南属于EP.82", "direction": "in", "id": "item:82-m7-ec91fb", "name": "Google 发布多 Agent 私有网络架构最佳实践指南", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "HuggingFace 正成为 AI Agent 构建与使用的核心平台属于EP.82", "direction": "in", "id": "item:82-m7-cfff8b", "name": "HuggingFace 正成为 AI Agent 构建与使用的核心平台", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Ternary Bonsai 8B属于EP.82", "direction": "in", "id": "item:82-m7-8303bd", "name": "Ternary Bonsai 8B", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "The next evolution of the Agents SDK属于EP.82", "direction": "in", "id": "item:82-m7-80973c", "name": "The next evolution of the Agents SDK", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Autogenesis: A Self-Evolving Agent Protocol属于EP.82", "direction": "in", "id": "item:82-m7-a44e2a", "name": "Autogenesis: A Self-Evolving Agent Protocol", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "The Agentification of Scientific Research: A Physicist's Perspective属于EP.82", "direction": "in", "id": "item:82-m7-f5f38f", "name": "The Agentification of Scientific Research: A Physicist's Perspective", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Layered Mutability: Continuity and Governance in Persistent Self-Modifying Agents属于EP.82", "direction": "in", "id": "item:82-m7-edd22a", "name": "Layered Mutability: Continuity and Governance in Persistent Self-Modifying Agents", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Systematic debugging for AI agents: Introducing the AgentRx framework属于EP.82", "direction": "in", "id": "item:82-m7-53cc4a", "name": "Systematic debugging for AI agents: Introducing the AgentRx framework", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Kampala: 将任意 App 逆向为 API属于EP.82", "direction": "in", "id": "item:82-m7-89c47f", "name": "Kampala: 将任意 App 逆向为 API", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "A16Z: Et Tu, Agent? Did You Install the Backdoor?属于EP.82", "direction": "in", "id": "item:82-m7-30b147", "name": "A16Z: Et Tu, Agent? Did You Install the Backdoor?", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Firecrawl 开源 100% Web-Agent 框架属于EP.82", "direction": "in", "id": "item:82-m7-629fba", "name": "Firecrawl 开源 100% Web-Agent 框架", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Codex for (almost) everything属于EP.82", "direction": "in", "id": "item:82-m7-a6b2de", "name": "Codex for (almost) everything", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Factory 估值 15 亿美元，主攻企业 AI 编程属于EP.82", "direction": "in", "id": "item:82-m7-32d758", "name": "Factory 估值 15 亿美元，主攻企业 AI 编程", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Android CLI：让任意 AI Agent 将安卓应用构建提速 3 倍属于EP.82", "direction": "in", "id": "item:82-m7-f773fd", "name": "Android CLI：让任意 AI Agent 将安卓应用构建提速 3 倍", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Claude Code 新增 /usage 命令：实时查看 Token 消耗分布属于EP.82", "direction": "in", "id": "item:82-m7-2003e6", "name": "Claude Code 新增 /usage 命令：实时查看 Token 消耗分布", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Where DOGE operatives are landing: Government roles or AI startups属于EP.82", "direction": "in", "id": "item:82-m7-7556c9", "name": "Where DOGE operatives are landing: Government roles or AI startups", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "非技术管理者通过 Claude Code 独立构建业务 Dashboard属于EP.82", "direction": "in", "id": "item:82-m7-4adf4d", "name": "非技术管理者通过 Claude Code 独立构建业务 Dashboard", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "ARC Prize Foundation 招募 ARC-AGI-4 平台工程师属于EP.82", "direction": "in", "id": "item:82-m8-ee5105", "name": "ARC Prize Foundation 招募 ARC-AGI-4 平台工程师", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "用户体验：AI 让大脑变懒，研究警告认知退化属于EP.82", "direction": "in", "id": "item:82-m8-6ada20", "name": "用户体验：AI 让大脑变懒，研究警告认知退化", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "SDL 禁止 AI 生成代码提交属于EP.82", "direction": "in", "id": "item:82-m8-16f3a6", "name": "SDL 禁止 AI 生成代码提交", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Wayback Machine 遭主流媒体封锁：互联网记忆危在旦夕属于EP.82", "direction": "in", "id": "item:82-m8-7c7018", "name": "Wayback Machine 遭主流媒体封锁：互联网记忆危在旦夕", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI 高质量安全漏洞报告爆发：curl 项目每 20 小时收到一个真实 CVE属于EP.82", "direction": "in", "id": "item:82-m8-b4c08b", "name": "AI 高质量安全漏洞报告爆发：curl 项目每 20 小时收到一个真实 CVE", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Tesla 隐瞒数千起致命 Autopilot 事故，陪审团裁决赔偿 2.43 亿美元属于EP.82", "direction": "in", "id": "item:82-m8-aed1ba", "name": "Tesla 隐瞒数千起致命 Autopilot 事故，陪审团裁决赔偿 2.43 亿美元", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "IEA：太阳能 2025 年首次成为全球最大单一能源增长来源属于EP.82", "direction": "in", "id": "item:82-m8-d3ef23", "name": "IEA：太阳能 2025 年首次成为全球最大单一能源增长来源", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "溴瓶颈：中东冲突如何使全球存储芯片陷入即时停摆风险属于EP.82", "direction": "in", "id": "item:82-m8-bf61f2", "name": "溴瓶颈：中东冲突如何使全球存储芯片陷入即时停摆风险", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "GitHub 假星经济：600 万虚假星标，顶级 VC 仍将其作为核心融资信号属于EP.82", "direction": "in", "id": "item:82-m8-227859", "name": "GitHub 假星经济：600 万虚假星标，顶级 VC 仍将其作为核心融资信号", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Vercel 确认安全事件：第三方 AI OAuth 被攻破，客户数据受影响属于EP.82", "direction": "in", "id": "item:82-m8-58c34d", "name": "Vercel 确认安全事件：第三方 AI OAuth 被攻破，客户数据受影响", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Firebase 密钥失控：13 小时账单暴涨 5.4 万欧元属于EP.82", "direction": "in", "id": "item:82-m9-297d7e", "name": "Firebase 密钥失控：13 小时账单暴涨 5.4 万欧元", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Vibe Coding 最佳实践：Build × Sale × Test × Fix 四环飞轮属于EP.82", "direction": "in", "id": "item:82-m9-b898cb", "name": "Vibe Coding 最佳实践：Build × Sale × Test × Fix 四环飞轮", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Amazon 追加 Anthropic $50亿，再承诺最高 $200亿算力采购属于EP.82", "direction": "in", "id": "item:82-m9-2f63cf", "name": "Amazon 追加 Anthropic $50亿，再承诺最高 $200亿算力采购", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Block CEO Jack Dorsey：每家公司都可以压缩成一个 Agent属于EP.82", "direction": "in", "id": "item:82-m9-ef60ca", "name": "Block CEO Jack Dorsey：每家公司都可以压缩成一个 Agent", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI 倦怠时代已至：无处不在却让人疲惫属于EP.82", "direction": "in", "id": "item:82-m9-594c25", "name": "AI 倦怠时代已至：无处不在却让人疲惫", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "黄仁勋：顶级 AI 厂商\"去 CUDA\"的前提就是错的属于EP.82", "direction": "in", "id": "item:82-m9-03219d", "name": "黄仁勋：顶级 AI 厂商\"去 CUDA\"的前提就是错的", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "深度解读来源属于EP.82", "direction": "in", "id": "item:82-m10-fb73d0", "name": "深度解读来源", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Kimi K2.6 Claw Group：真人+AI 混合群组协作内测属于EP.82", "direction": "in", "id": "item:82-m10-2d4d45", "name": "Kimi K2.6 Claw Group：真人+AI 混合群组协作内测", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Qwen3.6-27B 开源：270亿参数全面碾压 397B 旗舰属于EP.82", "direction": "in", "id": "item:82-m10-966e9a", "name": "Qwen3.6-27B 开源：270亿参数全面碾压 397B 旗舰", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "ChatGPT Images 2.0：图像生成能力大幅跃升，版权争议随之而来属于EP.82", "direction": "in", "id": "item:82-m10-e55d86", "name": "ChatGPT Images 2.0：图像生成能力大幅跃升，版权争议随之而来", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "倒闭初创公司正在出售 Slack 聊天记录训练 AI，每家售价高达 $10万属于EP.82", "direction": "in", "id": "item:82-m10-ff1bb6", "name": "倒闭初创公司正在出售 Slack 聊天记录训练 AI，每家售价高达 $10万", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Meta 在员工电脑部署监控软件记录键鼠截屏，强制训练 AI属于EP.82", "direction": "in", "id": "item:82-m10-953c84", "name": "Meta 在员工电脑部署监控软件记录键鼠截屏，强制训练 AI", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Deezer 披露：近期上传曲目中 44% 由 AI 生成属于EP.82", "direction": "in", "id": "item:82-m10-268062", "name": "Deezer 披露：近期上传曲目中 44% 由 AI 生成", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI 编程助手存在系统性\"过度编辑\"：400 测试用例证实顶尖模型改动远超必要属于EP.82", "direction": "in", "id": "item:82-m11-5e6556", "name": "AI 编程助手存在系统性\"过度编辑\"：400 测试用例证实顶尖模型改动远超必要", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "微信公众号解读属于EP.82", "direction": "in", "id": "item:82-m12-b6f63e", "name": "微信公众号解读", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "HiPO：分层偏好优化，无需额外数据即可自适应调整推理深度属于EP.82", "direction": "in", "id": "item:82-m12-74a6dc", "name": "HiPO：分层偏好优化，无需额外数据即可自适应调整推理深度", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenAI Workspace Agents：团队可构建自主 Agent 接管完整工作流属于EP.82", "direction": "in", "id": "item:82-m13-5ee2e1", "name": "OpenAI Workspace Agents：团队可构建自主 Agent 接管完整工作流", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Chance AI：AI 时代的 Instagram 感觉已经来了属于EP.82", "direction": "in", "id": "item:82-m13-9664fb", "name": "Chance AI：AI 时代的 Instagram 感觉已经来了", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Claimable：AI 帮患者逆转医保拒赔，已成功处理数千起案例属于EP.82", "direction": "in", "id": "item:82-m13-19101a", "name": "Claimable：AI 帮患者逆转医保拒赔，已成功处理数千起案例", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "MiAO 估值 20 亿，《五星好市民》：AI 游戏公司的像素 GTA 实验属于EP.82", "direction": "in", "id": "item:82-m13-7e89c8", "name": "MiAO 估值 20 亿，《五星好市民》：AI 游戏公司的像素 GTA 实验", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenAI 面向临床医生免费开放 ChatGPT属于EP.82", "direction": "in", "id": "item:82-m13-2c97a8", "name": "OpenAI 面向临床医生免费开放 ChatGPT", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Vibe Genomics：零实验室经验，花 $1 万在卧室用 Claude 完成全基因组测序属于EP.82", "direction": "in", "id": "item:82-m13-a2ea46", "name": "Vibe Genomics：零实验室经验，花 $1 万在卧室用 Claude 完成全基因组测序", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenAI WebSockets in Responses API：实时流式传输降低 Agent 工作流延迟属于EP.82", "direction": "in", "id": "item:82-m14-3068d8", "name": "OpenAI WebSockets in Responses API：实时流式传输降低 Agent 工作流延迟", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "EvoAgent：可进化 Agent 框架，支持技能学习和多 Agent 分工属于EP.82", "direction": "in", "id": "item:82-m14-4168d4", "name": "EvoAgent：可进化 Agent 框架，支持技能学习和多 Agent 分工", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Learning to Evolve：多 Agent 系统通过文本参数图优化实现自我进化属于EP.82", "direction": "in", "id": "item:82-m14-534924", "name": "Learning to Evolve：多 Agent 系统通过文本参数图优化实现自我进化", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Forage V2：自主 Agent 组织中的知识进化与跨 Agent 传递机制属于EP.82", "direction": "in", "id": "item:82-m14-24e81b", "name": "Forage V2：自主 Agent 组织中的知识进化与跨 Agent 传递机制", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Zed 推出 Parallel Agents：同一窗口并行编排多个 AI Agent属于EP.82", "direction": "in", "id": "item:82-m14-de3ad3", "name": "Zed 推出 Parallel Agents：同一窗口并行编排多个 AI Agent", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "TypeScript 7.0 Beta：用 Go 重构，构建速度提升 10 倍属于EP.82", "direction": "in", "id": "item:82-m14-f7058e", "name": "TypeScript 7.0 Beta：用 Go 重构，构建速度提升 10 倍", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Anthropic AI 替代率报告解读：技能半衰期从 5 年压缩至 6 个月属于EP.82", "direction": "in", "id": "item:82-m14-250c14", "name": "Anthropic AI 替代率报告解读：技能半衰期从 5 年压缩至 6 个月", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Flipbook：网页即实时 AI 生成图像流，文字也是模型渲染的像素属于EP.82", "direction": "in", "id": "item:82-m15-283da2", "name": "Flipbook：网页即实时 AI 生成图像流，文字也是模型渲染的像素", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Sam Altman 的 World 公司与 Zoom、Tinder 合作推行眼球扫描身份验证属于EP.82", "direction": "in", "id": "item:82-m15-6565d1", "name": "Sam Altman 的 World 公司与 Zoom、Tinder 合作推行眼球扫描身份验证", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "硅谷兴起 Tokenmaxxing：初创公司炫耀 AI 账单超过员工工资属于EP.82", "direction": "in", "id": "item:82-m15-2d6646", "name": "硅谷兴起 Tokenmaxxing：初创公司炫耀 AI 账单超过员工工资", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Linux 内核因 LLM 低质量安全报告泛滥，决定直接删除老旧代码而非应对属于EP.82", "direction": "in", "id": "item:82-m15-345943", "name": "Linux 内核因 LLM 低质量安全报告泛滥，决定直接删除老旧代码而非应对", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "ChatGPT 开始通过 StackAdapt 在对话中插入广告，引发用户强烈反弹属于EP.82", "direction": "in", "id": "item:82-m15-212e6d", "name": "ChatGPT 开始通过 StackAdapt 在对话中插入广告，引发用户强烈反弹", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "A16Z：AI时代软件公司只剩两条路属于EP.82", "direction": "in", "id": "item:82-m16-8286c3", "name": "A16Z：AI时代软件公司只剩两条路", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "A16Z：为什么我们需要持续学习属于EP.82", "direction": "in", "id": "item:82-m16-31d5ce", "name": "A16Z：为什么我们需要持续学习", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "A16Z：AI 正在拆解 3000 亿美元 BPO 行业属于EP.82", "direction": "in", "id": "item:82-m16-876619", "name": "A16Z：AI 正在拆解 3000 亿美元 BPO 行业", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "geohot：谁该赢得 AI？美国、开源还是少数亿万富翁？属于EP.82", "direction": "in", "id": "item:82-m16-4645d6", "name": "geohot：谁该赢得 AI？美国、开源还是少数亿万富翁？", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "MIT Tech Review：LLM 将使美国大规模监控能力提升数倍属于EP.82", "direction": "in", "id": "item:82-m16-d184b0", "name": "MIT Tech Review：LLM 将使美国大规模监控能力提升数倍", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "MIT Tech Review：Agent 协作团队将对脑力劳动做同样的事属于EP.82", "direction": "in", "id": "item:82-m16-781566", "name": "MIT Tech Review：Agent 协作团队将对脑力劳动做同样的事", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "MIT Tech Review：中国开源策略正赢得全球开发者属于EP.82", "direction": "in", "id": "item:82-m16-cd5997", "name": "MIT Tech Review：中国开源策略正赢得全球开发者", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "MIT Tech Review：AI 是否能成为自主科学家？属于EP.82", "direction": "in", "id": "item:82-m16-e30a0a", "name": "MIT Tech Review：AI 是否能成为自主科学家？", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Anthropic 与 Google、Broadcom 扩大合作，锁定多吉瓦次世代算力属于EP.82", "direction": "in", "id": "item:82-m16-5caaa3", "name": "Anthropic 与 Google、Broadcom 扩大合作，锁定多吉瓦次世代算力", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Epoch AI：人形机器人产量 2030 年前现实上限为数十万台属于EP.82", "direction": "in", "id": "item:82-m16-4aa16a", "name": "Epoch AI：人形机器人产量 2030 年前现实上限为数十万台", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "VentureBeat 深度报道属于EP.82", "direction": "in", "id": "item:82-m16-cb7d84", "name": "VentureBeat 深度报道", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Gemini API Deep Research 更新：MCP 支持、原生图表、Max 模式属于EP.82", "direction": "in", "id": "item:82-m16-024c5a", "name": "Gemini API Deep Research 更新：MCP 支持、原生图表、Max 模式", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Sony AI 机器人 Ace 在正式赛事中击败职业乒乓球选手属于EP.82", "direction": "in", "id": "item:82-m16-fced84", "name": "Sony AI 机器人 Ace 在正式赛事中击败职业乒乓球选手", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenAI 推出 Privacy Filter：帮助用户保护对话数据属于EP.82", "direction": "in", "id": "item:82-m16-22718b", "name": "OpenAI 推出 Privacy Filter：帮助用户保护对话数据", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "监控供应商滥用运营商定位 API 大规模追踪用户属于EP.82", "direction": "in", "id": "item:82-m16-d7fc5d", "name": "监控供应商滥用运营商定位 API 大规模追踪用户", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "MIT Tech Review：Deepfake 武器化趋势加剧属于EP.82", "direction": "in", "id": "item:82-m16-f699d3", "name": "MIT Tech Review：Deepfake 武器化趋势加剧", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Sakana AI 发布企业级超深度研究助手 Marlin Beta属于EP.82", "direction": "in", "id": "item:82-m16-d184d0", "name": "Sakana AI 发布企业级超深度研究助手 Marlin Beta", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "SWE-chat：真实用户与 Coding Agent 交互数据集属于EP.82", "direction": "in", "id": "item:82-m16-9cae34", "name": "SWE-chat：真实用户与 Coding Agent 交互数据集", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "LLM 在欺诈检测中超越人类，且能抵抗\"有动机的投资者施压\"属于EP.82", "direction": "in", "id": "item:82-m16-a0f547", "name": "LLM 在欺诈检测中超越人类，且能抵抗\"有动机的投资者施压\"", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "NVIDIA NemoClaw：始终在线的安全本地 AI Agent 框架属于EP.82", "direction": "in", "id": "item:82-m16-f22db0", "name": "NVIDIA NemoClaw：始终在线的安全本地 AI Agent 框架", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "MIT Tech Review：军事 AI 决策的\"人在回路\"是幻觉属于EP.82", "direction": "in", "id": "item:82-m16-84c463", "name": "MIT Tech Review：军事 AI 决策的\"人在回路\"是幻觉", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Show HN 提交量翻三倍：Vibe-coded 同质化前端泛滥成灾属于EP.82", "direction": "in", "id": "item:82-m16-9ed47f", "name": "Show HN 提交量翻三倍：Vibe-coded 同质化前端泛滥成灾", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Epoch AI：Claude 用户高收入偏向，Meta AI 低收入偏向属于EP.82", "direction": "in", "id": "item:82-m16-a4f0fd", "name": "Epoch AI：Claude 用户高收入偏向，Meta AI 低收入偏向", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenAI：系统化测试 Agent Skills 的 Eval 框架属于EP.82", "direction": "in", "id": "item:82-m16-27f8b5", "name": "OpenAI：系统化测试 Agent Skills 的 Eval 框架", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI 倦怠时代已至：无处不在却让人疲惫属于EP.82", "direction": "in", "id": "item:82-m17-cb09d6", "name": "AI 倦怠时代已至：无处不在却让人疲惫", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "ChatGPT Images 2.0 System Card - OpenAI Deployment Safety Hub属于EP.82", "direction": "in", "id": "item:82-m18-1fa541", "name": "ChatGPT Images 2.0 System Card - OpenAI Deployment Safety Hub", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "C2PA一致性计划属于EP.82", "direction": "in", "id": "item:82-m18-93452b", "name": "C2PA一致性计划", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "规范2.x系列属于EP.82", "direction": "in", "id": "item:82-m18-ddca89", "name": "规范2.x系列", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "一致性浏览器属于EP.82", "direction": "in", "id": "item:82-m18-8dee68", "name": "一致性浏览器", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "官方认证产品列表属于EP.82", "direction": "in", "id": "item:82-m18-bfa15b", "name": "官方认证产品列表", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "官方信任列表属于EP.82", "direction": "in", "id": "item:82-m18-1e6a98", "name": "官方信任列表", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "C2PA证书政策属于EP.82", "direction": "in", "id": "item:82-m18-637f73", "name": "C2PA证书政策", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "C2PA官网属于EP.82", "direction": "in", "id": "item:82-m18-60ab50", "name": "C2PA官网", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenAI安全完成技术属于EP.82", "direction": "in", "id": "item:82-m18-f38235", "name": "OpenAI安全完成技术", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenAI生物风险防护属于EP.82", "direction": "in", "id": "item:82-m18-8b5413", "name": "OpenAI生物风险防护", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "C2PA规范2.2属于EP.82", "direction": "in", "id": "item:82-m19-286e1b", "name": "C2PA规范2.2", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "C2PA百科属于EP.82", "direction": "in", "id": "item:82-m19-58a244", "name": "C2PA百科（中文）", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "生产环境AI内容溯源属于EP.82", "direction": "in", "id": "item:82-m19-1426c5", "name": "生产环境AI内容溯源", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "欧盟AI法案第50条属于EP.82", "direction": "in", "id": "item:82-m19-5b0df9", "name": "欧盟AI法案第50条", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "C2PA Rust SDK属于EP.82", "direction": "in", "id": "item:82-m19-3aee17", "name": "C2PA Rust SDK", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "内容真实性倡议属于EP.82", "direction": "in", "id": "item:82-m19-8f644b", "name": "内容真实性倡议", "status": "derived", "evidence": [] } ] }