围绕 AI、技术领导力和高信号材料的阅读高亮与判断。https://blog.xiaohansong.com/https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-299-first-users-interview-debrief-career-compounding/https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-299-first-users-interview-debrief-career-compounding/这期三组讨论分别谈产品尚未完成时怎样找第一批用户、怎样复盘自己的求职面试，以及职业早期应该优化什么。Sun, 20 Sep 2026 00:00:00 GMTAI HighlightAI 产品与商业职业与成长https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-298-ai-product-validation-platform-metrics/https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-298-ai-product-validation-platform-metrics/这期四组讨论表面上分散在儿童篮球 AI 教练、Jira 与 Linear 迁移、平台团队的商业论证，以及工作中的 AI 用法，底层却在回答同一个问题：当一种新能力看起来可以加速工作时，怎样确认它击中了真正的约束。Sun, 13 Sep 2026 00:00:00 GMTAI HighlightAI 产品与商业组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-200-ai-adoption-habits-incentives/https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-200-ai-adoption-habits-incentives/AI 工具部署完成后，团队采用率取决于真实任务收益、同伴示范、人机边界、试错成本和管理预期。Sun, 06 Sep 2026 00:00:00 GMTAI Highlight组织与工作流人机协作https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-199-engineer-ownership-presales-pricing/https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-199-engineer-ownership-presales-pricing/这期最值得留下的是第一组讨论：工程师能否在 PM 没有给出清晰需求时直接开始构建。Sun, 30 Aug 2026 00:00:00 GMTAI Highlight组织与工作流AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/ai-%E5%8A%A0%E9%80%9F%E5%A4%84%E7%90%86%E4%B9%8B%E5%90%8E-%E5%88%A4%E6%96%AD%E7%B3%BB%E7%BB%9F%E5%BF%85%E9%A1%BB%E5%8D%87%E7%BA%A7/https://blog.xiaohansong.com/posts/ai-highlight/ai-%E5%8A%A0%E9%80%9F%E5%A4%84%E7%90%86%E4%B9%8B%E5%90%8E-%E5%88%A4%E6%96%AD%E7%B3%BB%E7%BB%9F%E5%BF%85%E9%A1%BB%E5%8D%87%E7%BA%A7/这期 Community Wisdom 的四组讨论指向同一个变化：AI 和自动化降低了生成、筛选、整理与表达的成本，系统瓶颈随之转向判断。Sun, 23 Aug 2026 00:00:00 GMTAI Highlight人机协作组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/%E4%BB%A3%E7%A0%81%E8%AE%B0%E5%BD%95%E7%8E%B0%E5%AE%9E-%E6%96%87%E6%A1%A3%E4%BF%9D%E5%AD%98%E6%84%8F%E5%9B%BE/https://blog.xiaohansong.com/posts/ai-highlight/%E4%BB%A3%E7%A0%81%E8%AE%B0%E5%BD%95%E7%8E%B0%E5%AE%9E-%E6%96%87%E6%A1%A3%E4%BF%9D%E5%AD%98%E6%84%8F%E5%9B%BE/这期 Community Wisdom 最值得留下的几组讨论，都在区分表面问题与真正的约束。Sun, 16 Aug 2026 00:00:00 GMTAI Highlight软件设计与开发工具组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%9F%E6%88%90%E4%B8%8E%E6%9E%84%E5%BB%BA%E5%8F%98%E4%BE%BF%E5%AE%9C%E4%B9%8B%E5%90%8E-%E5%85%B7%E4%BD%93%E5%88%A4%E6%96%AD%E6%88%90%E4%B8%BA%E7%A8%80%E7%BC%BA%E5%93%81/https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%9F%E6%88%90%E4%B8%8E%E6%9E%84%E5%BB%BA%E5%8F%98%E4%BE%BF%E5%AE%9C%E4%B9%8B%E5%90%8E-%E5%85%B7%E4%BD%93%E5%88%A4%E6%96%AD%E6%88%90%E4%B8%BA%E7%A8%80%E7%BC%BA%E5%93%81/这期 Community Wisdom 的四组讨论指向同一个变化：AI 正在把生成文字、构建产品和制作材料的成本压低，通用产出因此迅速贬值。Sun, 09 Aug 2026 00:00:00 GMTAI HighlightAI 产品与商业组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/%E8%83%BD%E5%8A%9B%E5%8F%98%E4%BE%BF%E5%AE%9C%E4%B9%8B%E5%90%8E-%E7%B3%BB%E7%BB%9F%E7%93%B6%E9%A2%88%E5%86%B3%E5%AE%9A%E4%BB%B7%E5%80%BC/https://blog.xiaohansong.com/posts/ai-highlight/%E8%83%BD%E5%8A%9B%E5%8F%98%E4%BE%BF%E5%AE%9C%E4%B9%8B%E5%90%8E-%E7%B3%BB%E7%BB%9F%E7%93%B6%E9%A2%88%E5%86%B3%E5%AE%9A%E4%BB%B7%E5%80%BC/这期 Community Wisdom 最值得留下的内容来自四组讨论：如何选择开放权重模型、如何安排一次高成本商务旅行、如何从混杂客户中识别 ICP，以及产品交付速度超过市场承接速度时怎么办。Sun, 02 Aug 2026 00:00:00 GMTAI HighlightAI 编程组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/%E9%97%AE-ai-%E8%83%BD%E4%B8%8D%E8%83%BD%E5%81%9A%E4%B9%8B%E5%89%8D-%E5%85%88%E9%97%AE%E7%B3%BB%E7%BB%9F%E4%BC%9A%E4%B8%8D%E4%BC%9A%E6%8E%A5%E5%8F%97/https://blog.xiaohansong.com/posts/ai-highlight/%E9%97%AE-ai-%E8%83%BD%E4%B8%8D%E8%83%BD%E5%81%9A%E4%B9%8B%E5%89%8D-%E5%85%88%E9%97%AE%E7%B3%BB%E7%BB%9F%E4%BC%9A%E4%B8%8D%E4%BC%9A%E6%8E%A5%E5%8F%97/这期 Community Wisdom 的主线很清楚：产出一个可用结果，和让结果穿过组织、市场与责任边界，是两件不同的事。Sun, 02 Aug 2026 00:00:00 GMTAI HighlightAI 产品与商业组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/ai-%E4%BA%A4%E4%BB%98%E9%9C%80%E8%A6%81%E4%B8%80%E6%9D%A1%E5%8F%AF%E9%AA%8C%E8%AF%81%E7%9A%84%E8%AF%81%E6%8D%AE%E9%93%BE/https://blog.xiaohansong.com/posts/ai-highlight/ai-%E4%BA%A4%E4%BB%98%E9%9C%80%E8%A6%81%E4%B8%80%E6%9D%A1%E5%8F%AF%E9%AA%8C%E8%AF%81%E7%9A%84%E8%AF%81%E6%8D%AE%E9%93%BE/这期 Community Wisdom 的四组讨论看似分散，实际都在处理同一个变化：AI 大幅压低了产出代码、界面和内部工具的成本，真正稀缺的部分随之转向意图传递、结果验证和责任承担。Sun, 19 Jul 2026 00:00:00 GMTAI Highlight评测与可观测性AI 编程https://blog.xiaohansong.com/posts/ai-highlight/%E6%89%A7%E8%A1%8C%E6%88%90%E6%9C%AC%E4%B8%8B%E9%99%8D%E4%B9%8B%E5%90%8E-%E7%93%B6%E9%A2%88%E8%BD%AC%E5%90%91%E6%B2%BB%E7%90%86/https://blog.xiaohansong.com/posts/ai-highlight/%E6%89%A7%E8%A1%8C%E6%88%90%E6%9C%AC%E4%B8%8B%E9%99%8D%E4%B9%8B%E5%90%8E-%E7%93%B6%E9%A2%88%E8%BD%AC%E5%90%91%E6%B2%BB%E7%90%86/这期 Community Wisdom 收录了六组社区讨论。Tue, 14 Jul 2026 00:00:00 GMTAI Highlight组织与工作流AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/%E8%B4%9F%E7%BD%91%E7%BB%9C%E6%95%88%E5%BA%94-%E5%BD%93%E6%BF%80%E5%8A%B1%E5%BC%80%E5%A7%8B%E6%AF%92%E5%8C%96%E7%A4%BE%E5%8C%BA/https://blog.xiaohansong.com/posts/ai-highlight/%E8%B4%9F%E7%BD%91%E7%BB%9C%E6%95%88%E5%BA%94-%E5%BD%93%E6%BF%80%E5%8A%B1%E5%BC%80%E5%A7%8B%E6%AF%92%E5%8C%96%E7%A4%BE%E5%8C%BA/这期 Community Wisdom 的几组讨论都涉及同一个底层问题：系统中的参与者会根据真实激励行动，而团队经常只设计流程，行为后果成为被忽略的部分。Tue, 14 Jul 2026 00:00:00 GMTAI HighlightAI 产品与商业组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/100-%E5%B7%A5%E5%85%B7-agent-%E6%98%AF%E4%B8%AA%E9%99%B7%E9%98%B1/https://blog.xiaohansong.com/posts/ai-highlight/100-%E5%B7%A5%E5%85%B7-agent-%E6%98%AF%E4%B8%AA%E9%99%B7%E9%98%B1/这是一场来自 AI Engineer 频道的演讲，主题是"100 工具 Agent 陷阱"：当你给 AI Agent 一次性提供过多工具时，准确率会随着工具数量增长而急剧下降。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAgent 系统上下文工程https://blog.xiaohansong.com/posts/ai-highlight/agent-%E6%9E%84%E5%BB%BA-agent/https://blog.xiaohansong.com/posts/ai-highlight/agent-%E6%9E%84%E5%BB%BA-agent/本演讲来自 AI Engineer 频道，主题为"Agent 构建 Agent"——介绍如何借助编程辅助工具与规格驱动开发，通过 AutoAgent 循环和实时数据分析流水线，迭代构建可靠、安全的 AI Agent。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightHarness Engineering评测与可观测性https://blog.xiaohansong.com/posts/ai-highlight/agentic-ai-%E5%B7%A5%E7%A8%8B%E5%B8%88/https://blog.xiaohansong.com/posts/ai-highlight/agentic-ai-%E5%B7%A5%E7%A8%8B%E5%B8%88/本演讲介绍 Mutagent 团队如何用 Agent 化方式构建 AI Agent 生命周期管理系统，覆盖规格说明、构建、评测、部署、诊断、优化六个阶段，并现场演示了评测 Agent 和诊断 Agent 两款处于研究预览阶段的产品。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightHarness Engineering评测与可观测性https://blog.xiaohansong.com/posts/ai-highlight/ai-%E7%B3%BB%E7%BB%9F%E8%AE%BE%E8%AE%A1-%E4%BB%8E%E6%83%B3%E6%B3%95%E5%88%B0%E7%94%9F%E4%BA%A7/https://blog.xiaohansong.com/posts/ai-highlight/ai-%E7%B3%BB%E7%BB%9F%E8%AE%BE%E8%AE%A1-%E4%BB%8E%E6%83%B3%E6%B3%95%E5%88%B0%E7%94%9F%E4%BA%A7/来自 MongoDB 的开发者倡导者 Apoorva Joshi 分享了一套四阶段 AI 系统设计框架：产品需求、系统设计、评估与监控、优化。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAgent 系统AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/html-%E5%B0%B1%E5%A4%9F%E4%BA%86-%E8%AE%A9-agent-%E7%94%9F%E6%88%90%E5%9B%BE%E5%BD%A2/https://blog.xiaohansong.com/posts/ai-highlight/html-%E5%B0%B1%E5%A4%9F%E4%BA%86-%E8%AE%A9-agent-%E7%94%9F%E6%88%90%E5%9B%BE%E5%BD%A2/这场来自 AI Engineer 频道的短讲提出一个观点：让 Agent 生成幻灯片、文档、视频等图形化产物时，关键不是强迫它操作画布或直接写 SVG 坐标，而是给它使用更符合语言模型思维方式的媒介。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAgent 系统AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/miranda-%E5%81%87%E8%AF%B4-hamilton-%E5%A6%82%E4%BD%95%E6%AF%92%E5%8C%96-persona-%E8%AF%84%E6%B5%8B/https://blog.xiaohansong.com/posts/ai-highlight/miranda-%E5%81%87%E8%AF%B4-hamilton-%E5%A6%82%E4%BD%95%E6%AF%92%E5%8C%96-persona-%E8%AF%84%E6%B5%8B/这场演讲提出“Miranda 假说”：当文化作品覆盖历史记录时，角色扮演系统会生成流畅但时代错位的复合人格，而现有角色评测往往只衡量声音和人格一致性，无法发现这种失败。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight评测与可观测性https://blog.xiaohansong.com/posts/ai-highlight/prompt-%E5%B0%B1%E6%98%AF%E5%B9%B3%E5%8F%B0/https://blog.xiaohansong.com/posts/ai-highlight/prompt-%E5%B0%B1%E6%98%AF%E5%B9%B3%E5%8F%B0/Dominik Tornow 认为，当 Agent 能够按需根据规范生成面向具体基础设施的实现时，软件平台的价值会从通用实现转向可复用的规范。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/%E4%BB%8E%E7%A0%94%E7%A9%B6%E5%88%B0%E7%8E%B0%E5%AE%9E-%E6%8A%8A%E5%89%8D%E6%B2%BF-ml-%E7%A0%94%E7%A9%B6%E5%B8%A6%E5%85%A5%E7%94%9F%E4%BA%A7/https://blog.xiaohansong.com/posts/ai-highlight/%E4%BB%8E%E7%A0%94%E7%A9%B6%E5%88%B0%E7%8E%B0%E5%AE%9E-%E6%8A%8A%E5%89%8D%E6%B2%BF-ml-%E7%A0%94%E7%A9%B6%E5%B8%A6%E5%85%A5%E7%94%9F%E4%BA%A7/Higharc 的高级研究工程师 Vaidas Razgaitis 分享了他们如何把前沿 AI/ML 研究推进到生产环境：用研究原型分类文档提升研究可读性，用 Python 单体代码仓库和解耦微服务承接原型。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAI 产品与商业评测与可观测性https://blog.xiaohansong.com/posts/ai-highlight/%E4%BD%A0%E6%97%A0%E6%B3%95%E6%8F%90%E7%A4%BA%E6%95%B4%E4%B8%AA%E6%88%BF%E9%97%B4-ai-%E6%9C%80%E5%90%8E%E6%97%A0%E6%B3%95%E5%8F%96%E4%BB%A3%E7%9A%84%E6%8A%80%E8%83%BD/https://blog.xiaohansong.com/posts/ai-highlight/%E4%BD%A0%E6%97%A0%E6%B3%95%E6%8F%90%E7%A4%BA%E6%95%B4%E4%B8%AA%E6%88%BF%E9%97%B4-ai-%E6%9C%80%E5%90%8E%E6%97%A0%E6%B3%95%E5%8F%96%E4%BB%A3%E7%9A%84%E6%8A%80%E8%83%BD/这场演讲的核心判断是：当 AI 让写代码变得便宜之后，软件开发真正稀缺的能力，转向判断该做什么，以及把业务方、用户、决策者拉到同一个房间里，提炼出值得构建的需求。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight人机协作组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/%E4%BD%A0%E7%9A%84-agent-%E5%9C%A8%E7%94%9F%E4%BA%A7%E7%8E%AF%E5%A2%83%E5%A4%B1%E8%B4%A5%E4%BA%86-%E7%A5%9D%E4%BD%A0%E5%A5%BD%E8%BF%90%E5%A4%8D%E7%8E%B0%E5%AE%83/https://blog.xiaohansong.com/posts/ai-highlight/%E4%BD%A0%E7%9A%84-agent-%E5%9C%A8%E7%94%9F%E4%BA%A7%E7%8E%AF%E5%A2%83%E5%A4%B1%E8%B4%A5%E4%BA%86-%E7%A5%9D%E4%BD%A0%E5%A5%BD%E8%BF%90%E5%A4%8D%E7%8E%B0%E5%AE%83/这场来自 AI Engineer 频道的演讲讨论了 AI Agent 在生产环境中失败后为什么很难复现，以及为什么团队应该把目标从追求模型的逐位确定性（bitwise determinism）。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight评测与可观测性Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/%E4%BD%A0%E7%9A%84-agent-%E6%AD%A3%E5%9C%A8%E6%B5%AA%E8%B4%B9-token-%E8%80%8C%E4%BD%A0%E8%BF%98%E4%B8%8D%E7%9F%A5%E9%81%93/https://blog.xiaohansong.com/posts/ai-highlight/%E4%BD%A0%E7%9A%84-agent-%E6%AD%A3%E5%9C%A8%E6%B5%AA%E8%B4%B9-token-%E8%80%8C%E4%BD%A0%E8%BF%98%E4%B8%8D%E7%9F%A5%E9%81%93/AWS 开发者布道师 Eric Hanchett 介绍了降低 Agent token 成本的五种做法：缓存系统提示词，按任务难度路由到不同模型，把大型工具结果移出上下文，限制工具循环次数，以及裁剪多轮对话历史。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/%E5%88%AB%E5%86%8D%E5%86%99%E8%AF%AD%E6%B0%94%E6%8C%87%E4%BB%A4%E4%BA%86-%E8%A6%81%E5%88%86%E5%B1%82%E7%BB%84%E7%BB%87%E5%AE%83%E4%BB%AC/https://blog.xiaohansong.com/posts/ai-highlight/%E5%88%AB%E5%86%8D%E5%86%99%E8%AF%AD%E6%B0%94%E6%8C%87%E4%BB%A4%E4%BA%86-%E8%A6%81%E5%88%86%E5%B1%82%E7%BB%84%E7%BB%87%E5%AE%83%E4%BB%AC/演讲者 Isadora Martin Dye 分享了她在经营婚礼场地、并为场地构建 AI Agent 的过程中总结出的四层提示词架构：不可变身份层、情境模式层、示例锚定语气层、生成后否决层。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/%E5%9C%A8%E7%94%9F%E4%BA%A7%E5%B7%A5%E4%BD%9C%E6%B5%81%E4%B8%AD%E4%BD%BF%E7%94%A8%E8%A7%84%E6%A0%BC%E9%A9%B1%E5%8A%A8%E5%BC%80%E5%8F%91/https://blog.xiaohansong.com/posts/ai-highlight/%E5%9C%A8%E7%94%9F%E4%BA%A7%E5%B7%A5%E4%BD%9C%E6%B5%81%E4%B8%AD%E4%BD%BF%E7%94%A8%E8%A7%84%E6%A0%BC%E9%A9%B1%E5%8A%A8%E5%BC%80%E5%8F%91/AWS 高级开发者布道师 Erik Hanchett 介绍规格驱动开发的概念、动机和实践方式，并以 AWS 的 AI 编程工具 Kiro 为例，演示如何在生产工作流中用规格文档引导 AI 编程助手构建更高质量的代码。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAI 编程Harness Engineeringhttps://blog.xiaohansong.com/posts/ai-highlight/%E5%BD%93%E6%89%80%E6%9C%89%E4%B8%8A%E4%B8%8B%E6%96%87%E9%83%BD%E9%87%8D%E8%A6%81-%E6%89%A9%E5%B1%95%E5%9E%8B%E7%BC%93%E5%AD%98%E5%A2%9E%E5%BC%BA%E7%94%9F%E6%88%90/https://blog.xiaohansong.com/posts/ai-highlight/%E5%BD%93%E6%89%80%E6%9C%89%E4%B8%8A%E4%B8%8B%E6%96%87%E9%83%BD%E9%87%8D%E8%A6%81-%E6%89%A9%E5%B1%95%E5%9E%8B%E7%BC%93%E5%AD%98%E5%A2%9E%E5%BC%BA%E7%94%9F%E6%88%90/Luis Romero Sevilla 讨论了一个约束很强的知识表示场景：所有文档都与用户问题相关，文档之间关系密集，并且数据会频繁整体替换。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程AI 基础设施https://blog.xiaohansong.com/posts/ai-highlight/%E6%89%8B%E4%B8%AD%E7%9A%84-openclaw-%E6%9E%84%E5%BB%BA%E4%B8%80%E4%B8%AA%E5%AE%9E%E4%BD%93-ai-%E7%BB%88%E7%AB%AF/https://blog.xiaohansong.com/posts/ai-highlight/%E6%89%8B%E4%B8%AD%E7%9A%84-openclaw-%E6%9E%84%E5%BB%BA%E4%B8%80%E4%B8%AA%E5%AE%9E%E4%BD%93-ai-%E7%BB%88%E7%AB%AF/这场来自 AI Engineer 频道的演讲介绍了 Lech Kalinowski 如何构建一个实体 AI 终端 OpenClaw：它用 OLED 与电子纸双屏、ESP32 微控制器、本地后端和开源 LLM。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAgent 系统AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/%E6%88%91%E4%BB%AC%E7%94%A8%E6%9C%AC%E5%9C%B0%E4%BB%A3%E7%A0%81%E7%B4%A2%E5%BC%95%E5%87%8F%E5%B0%91%E4%BA%86-94-%E7%9A%84-ai-coding-token/https://blog.xiaohansong.com/posts/ai-highlight/%E6%88%91%E4%BB%AC%E7%94%A8%E6%9C%AC%E5%9C%B0%E4%BB%A3%E7%A0%81%E7%B4%A2%E5%BC%95%E5%87%8F%E5%B0%91%E4%BA%86-94-%E7%9A%84-ai-coding-token/Rajkumar Sakthivel 分享了他们如何通过本地代码索引层减少 AI 编程过程中的输入上下文，把每次查询发送给模型的 token 大幅压缩，同时用混合搜索、结果压缩、调用关系追踪和评分过滤维持代码检索准确率。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAI 编程上下文工程https://blog.xiaohansong.com/posts/ai-highlight/%E6%8A%8A-10-994-%E6%9D%A1%E7%AC%94%E8%AE%B0%E5%8F%98%E6%88%90%E8%AE%B0%E5%BF%86/https://blog.xiaohansong.com/posts/ai-highlight/%E6%8A%8A-10-994-%E6%9D%A1%E7%AC%94%E8%AE%B0%E5%8F%98%E6%88%90%E8%AE%B0%E5%BF%86/这是一场来自 AI Engineer 频道的演讲或访谈，主题围绕“把 10,994 条笔记变成记忆”。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程https://blog.xiaohansong.com/posts/ai-highlight/%E6%97%A5%E5%BF%97%E5%B0%B1%E6%98%AF-agent/https://blog.xiaohansong.com/posts/ai-highlight/%E6%97%A5%E5%BF%97%E5%B0%B1%E6%98%AF-agent/Ishaan Sehgal 主张，Agent 的真正身份不在模型、运行时或执行环境里，而在只追加的会话日志里。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight评测与可观测性Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/%E6%9C%89%E5%A4%B1%E5%BF%86%E7%97%87%E7%9A%84%E5%A4%A9%E6%89%8D/https://blog.xiaohansong.com/posts/ai-highlight/%E6%9C%89%E5%A4%B1%E5%BF%86%E7%97%87%E7%9A%84%E5%A4%A9%E6%89%8D/Nx 的 Victor Savkin 用“有失忆症的天才”比喻 AI Agent 的两大核心局限：只能看到代码库的一小部分（空间限制），以及每次会话重新开始时都没有跨会话记忆（时间限制）。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/%E6%9C%AA%E6%9D%A5%E5%B1%9E%E4%BA%8E%E9%A2%86%E5%9F%9F%E4%B8%93%E7%94%A8-agent/https://blog.xiaohansong.com/posts/ai-highlight/%E6%9C%AA%E6%9D%A5%E5%B1%9E%E4%BA%8E%E9%A2%86%E5%9F%9F%E4%B8%93%E7%94%A8-agent/这是一场来自 AI Engineer 频道的演讲，演讲者 Justin Schroeder 来自 StandardAgents，主题围绕"未来属于领域专用 Agent"——为什么通用 Agent 通过继承式堆叠上下文终将遇到瓶颈。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAgent 系统AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/%E6%9E%84%E5%BB%BA%E4%B8%80%E4%B8%AA%E8%87%AA%E4%B8%BB%E5%B7%A5%E7%A8%8B%E7%BB%84%E7%BB%87/https://blog.xiaohansong.com/posts/ai-highlight/%E6%9E%84%E5%BB%BA%E4%B8%80%E4%B8%AA%E8%87%AA%E4%B8%BB%E5%B7%A5%E7%A8%8B%E7%BB%84%E7%BB%87/Block 工程主管 Angie Jones 分享如何在两年内将 3500 人的工程组织转型为自主式工程组织：从定义成熟度模型、发起 AI Champions 计划、实现代码库 AI 就绪，到多 Agent 并行与跨代码库编排器。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightHarness Engineering组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/%E6%9E%84%E5%BB%BA%E4%BC%98%E7%A7%80-agent-%E6%8A%80%E8%83%BD-%E7%BC%BA%E5%A4%B1%E7%9A%84%E6%89%8B%E5%86%8C/https://blog.xiaohansong.com/posts/ai-highlight/%E6%9E%84%E5%BB%BA%E4%BC%98%E7%A7%80-agent-%E6%8A%80%E8%83%BD-%E7%BC%BA%E5%A4%B1%E7%9A%84%E6%89%8B%E5%86%8C/这是来自 AI Engineer 频道的一场演讲，主题是如何构建高质量的 Agent 技能。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightHarness Engineering上下文工程https://blog.xiaohansong.com/posts/ai-highlight/%E6%9E%84%E5%BB%BA%E7%B3%BB%E7%BB%9F-%E8%80%8C%E4%B8%8D%E6%98%AF%E4%BB%A3%E7%A0%81/https://blog.xiaohansong.com/posts/ai-highlight/%E6%9E%84%E5%BB%BA%E7%B3%BB%E7%BB%9F-%E8%80%8C%E4%B8%8D%E6%98%AF%E4%BB%A3%E7%A0%81/核心论点是：Agent 的构建模块变了，但工程纪律没有变。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightHarness EngineeringAI 编程https://blog.xiaohansong.com/posts/ai-highlight/%E6%B5%8F%E8%A7%88%E5%99%A8-agent-%E9%9C%80%E8%A6%81%E7%9A%84%E4%B8%8D%E6%98%AF%E6%9B%B4%E5%A5%BD%E7%9A%84%E6%A8%A1%E5%9E%8B-%E8%80%8C%E6%98%AF%E6%9B%B4%E5%A5%BD%E7%9A%84%E7%9C%BC%E7%9D%9B/https://blog.xiaohansong.com/posts/ai-highlight/%E6%B5%8F%E8%A7%88%E5%99%A8-agent-%E9%9C%80%E8%A6%81%E7%9A%84%E4%B8%8D%E6%98%AF%E6%9B%B4%E5%A5%BD%E7%9A%84%E6%A8%A1%E5%9E%8B-%E8%80%8C%E6%98%AF%E6%9B%B4%E5%A5%BD%E7%9A%84%E7%9C%BC%E7%9D%9B/Kushan Raj 认为，浏览器 Agent 的主要瓶颈不在于模型能力，而在于模型看到网页、理解网页状态变化、规划长序列操作的环境表示太差。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAgent 系统上下文工程https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%9F%E4%BA%A7%E7%8E%AF%E5%A2%83%E4%B8%AD%E7%9A%84-agent-opengov-%E5%A6%82%E4%BD%95%E6%9E%84%E5%BB%BA%E5%B9%B6%E6%89%A9%E5%B1%95-og-assist/https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%9F%E4%BA%A7%E7%8E%AF%E5%A2%83%E4%B8%AD%E7%9A%84-agent-opengov-%E5%A6%82%E4%BD%95%E6%9E%84%E5%BB%BA%E5%B9%B6%E6%89%A9%E5%B1%95-og-assist/OpenGov 工程师 Gabe de Mesa 介绍了他们如何在生产环境中构建并扩展 OG Assist：从 Effect 原生 Agent 循环、A2A 协议、评测、人在环路中的审批、安全沙箱、长上下文记忆，到可观测性、工具与技能。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAgent 系统AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%A8-turboquant-%E5%8A%A0%E9%80%9F%E4%BD%A0%E7%9A%84-agent-%E6%A3%80%E7%B4%A2/https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%A8-turboquant-%E5%8A%A0%E9%80%9F%E4%BD%A0%E7%9A%84-agent-%E6%A3%80%E7%B4%A2/这场演讲介绍了 TurboQuant 如何把 Agent 检索中的嵌入向量和 KV 缓存从 32 位压缩到约 3 到 4 位，从而在基本保持检索质量的前提下降低约 5 倍内存占用。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程AI 基础设施https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%A8-rl-agent-%E6%A3%80%E6%B5%8B%E5%B9%B6%E4%BF%AE%E5%A4%8D-etl-%E7%AE%A1%E9%81%93%E6%95%85%E9%9A%9C/https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%A8-rl-agent-%E6%A3%80%E6%B5%8B%E5%B9%B6%E4%BF%AE%E5%A4%8D-etl-%E7%AE%A1%E9%81%93%E6%95%85%E9%9A%9C/Anna Marie Benzon 展示了一个面向云端 ETL 故障的 RL 引导型管道健康 Agent：用确定性规则建立可观察事实，用表格型 Q learning 在有限动作集合中选择修复策略，再用外部安全层约束自动化权限。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAgent 系统模型训练与推理https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%A8%E6%88%B7%E4%BF%A1%E5%8F%B7%E6%AD%BB%E5%9C%A8%E6%A3%80%E7%B4%A2%E8%BE%B9%E7%95%8C/https://blog.xiaohansong.com/posts/ai-highlight/%E7%94%A8%E6%88%B7%E4%BF%A1%E5%8F%B7%E6%AD%BB%E5%9C%A8%E6%A3%80%E7%B4%A2%E8%BE%B9%E7%95%8C/这场 AI Engineer 演讲讨论 Agent 为什么会在检索阶段反复失败：传统记忆系统多数只按语义相似度保存偏好和历史，缺少来自执行结果的反馈。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/%E7%AB%AF%E4%BE%A7%E5%89%8D%E6%B2%BF%E6%88%90%E6%9E%9C/https://blog.xiaohansong.com/posts/ai-highlight/%E7%AB%AF%E4%BE%A7%E5%89%8D%E6%B2%BF%E6%88%90%E6%9E%9C/演讲者 Rachel Lee Nabors（来自 Arize）介绍了如何通过评估和选用端侧小语言模型（SLM）替代 GPT、Claude 等大型云端模型，从而降低推理成本、提升隐私安全与响应速度。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAI 基础设施模型训练与推理https://blog.xiaohansong.com/posts/ai-highlight/%E7%BB%93%E6%9E%84%E5%8C%96%E9%9D%9E%E7%BB%93%E6%9E%84%E5%8C%96%E5%86%85%E5%AE%B9/https://blog.xiaohansong.com/posts/ai-highlight/%E7%BB%93%E6%9E%84%E5%8C%96%E9%9D%9E%E7%BB%93%E6%9E%84%E5%8C%96%E5%86%85%E5%AE%B9/Red Hat 开源工程师 Cedric Clyburn 介绍 Docling——一个隶属于 Linux Foundation 的开源文档处理工具，演示如何将 PDF、图片等非结构化数据准确转换为 Markdown/JSON。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAI 产品与商业上下文工程https://blog.xiaohansong.com/posts/ai-highlight/%E7%BB%95%E8%BF%87%E5%A4%9A%E6%A8%A1%E6%80%81%E7%A8%8E-%E6%B7%B7%E5%90%88-rag-sql-rrf-%E4%B8%8E-ui-%E9%81%A5%E6%B5%8B/https://blog.xiaohansong.com/posts/ai-highlight/%E7%BB%95%E8%BF%87%E5%A4%9A%E6%A8%A1%E6%80%81%E7%A8%8E-%E6%B7%B7%E5%90%88-rag-sql-rrf-%E4%B8%8E-ui-%E9%81%A5%E6%B5%8B/本演讲由 Ogilvy 高级后端开发者 Abed Matini 在 AI Engineer World Fair 2026 线上专场发表，主题是"绕过多模态税"：介绍如何构建一套无需付费框架的混合 RAG 系统。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight上下文工程AI 基础设施https://blog.xiaohansong.com/posts/ai-highlight/%E8%AF%AD%E9%9F%B3%E8%BE%93%E5%85%A5-%E8%A7%86%E8%A7%89%E8%BE%93%E5%87%BA-%E7%97%9B%E8%8B%A6%E4%B8%8E%E7%8B%82%E5%96%9C/https://blog.xiaohansong.com/posts/ai-highlight/%E8%AF%AD%E9%9F%B3%E8%BE%93%E5%85%A5-%E8%A7%86%E8%A7%89%E8%BE%93%E5%87%BA-%E7%97%9B%E8%8B%A6%E4%B8%8E%E7%8B%82%E5%96%9C/Allen Pike 分享了 Forestwalk Labs 在构建语音输入、视觉输出 AI 体验中的经验：语音是更高带宽的人类输入方式，但实时语音交互受延迟限制很重；把输出切换为视觉界面后，系统可以在更宽松的响应窗口内提供自然体验。Tue, 30 Jun 2026 00:00:00 GMTAI Highlight人机协作AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/%E9%9D%A2%E5%90%91%E9%87%91%E8%9E%8D%E5%90%88%E8%A7%84%E7%9A%84-ai-%E5%A4%9A%E6%96%87%E6%A1%A3%E5%85%B3%E8%81%94%E5%88%86%E6%9E%90/https://blog.xiaohansong.com/posts/ai-highlight/%E9%9D%A2%E5%90%91%E9%87%91%E8%9E%8D%E5%90%88%E8%A7%84%E7%9A%84-ai-%E5%A4%9A%E6%96%87%E6%A1%A3%E5%85%B3%E8%81%94%E5%88%86%E6%9E%90/这场演讲介绍了一个面向企业金融合规与欺诈检测的 AI 多文档关联分析框架。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAI 产品与商业上下文工程https://blog.xiaohansong.com/posts/ai-highlight/%E9%80%92%E5%BD%92%E5%BC%8F-coding-agent/https://blog.xiaohansong.com/posts/ai-highlight/%E9%80%92%E5%BD%92%E5%BC%8F-coding-agent/Raymond Weitekamp（OpenProse）在 AI Engineer 大会演讲，阐述如何把递归语言模型（RLM）的思想应用到编程 Agent：以"被误管理的天才"为切入点。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAI 编程Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/%E9%9D%A2%E5%90%91%E9%9D%9E%E7%A1%AE%E5%AE%9A%E6%80%A7-ai-agent-%E7%9A%84%E7%A1%AE%E5%AE%9A%E6%80%A7%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD/https://blog.xiaohansong.com/posts/ai-highlight/%E9%9D%A2%E5%90%91%E9%9D%9E%E7%A1%AE%E5%AE%9A%E6%80%A7-ai-agent-%E7%9A%84%E7%A1%AE%E5%AE%9A%E6%80%A7%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD/Nishant Gupta 认为，随着组织从聊天机器人走向自主 AI Agent，核心挑战正在从模型智能转向生产可靠性：模型可以是概率性的，但承载 Agent 的基础设施必须提供确定性的验证、编排、观测、安全与恢复能力。Tue, 30 Jun 2026 00:00:00 GMTAI HighlightAI 基础设施评测与可观测性https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-191-career-slump-team-structure-growth-role/https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-191-career-slump-team-structure-growth-role/这期从职业低谷、新团队 1:1、成熟团队流程改造和增长角色演化里，提炼出同一个判断：先识别真实约束，再谈努力、流程和自动化。AI 让执行动作压缩之后，人的价值更集中到判断、定义和编辑。Sun, 28 Jun 2026 00:00:00 GMTAI Highlight组织与工作流职业与成长https://blog.xiaohansong.com/posts/ai-highlight/ai%E5%AE%89%E5%85%A8%E7%81%B0%E5%A4%A9%E9%B9%85-agent%E6%97%B6%E4%BB%A3%E7%9A%84%E6%8F%90%E7%A4%BA%E6%B3%A8%E5%85%A5%E4%B8%8E%E8%BA%AB%E4%BB%BD%E8%BE%B9%E7%95%8C/https://blog.xiaohansong.com/posts/ai-highlight/ai%E5%AE%89%E5%85%A8%E7%81%B0%E5%A4%A9%E9%B9%85-agent%E6%97%B6%E4%BB%A3%E7%9A%84%E6%8F%90%E7%A4%BA%E6%B3%A8%E5%85%A5%E4%B8%8E%E8%BA%AB%E4%BB%BD%E8%BE%B9%E7%95%8C/Agent 安全不是给模型加一句更严厉的系统提示，而是重构整条执行链：区分可信与不可信上下文，训练专门的策略与红队模型，拦截工具调用，并重新设计 agent-native identity。Tue, 23 Jun 2026 00:00:00 GMTAI Highlight评测与可观测性Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/ai%E7%AE%97%E5%8A%9B%E8%BE%93%E5%87%BA%E6%9C%80%E5%A4%A7%E5%8C%96-flops%E7%94%B5%E7%BD%91%E4%B8%8Eanthropic%E7%9A%84p0/https://blog.xiaohansong.com/posts/ai-highlight/ai%E7%AE%97%E5%8A%9B%E8%BE%93%E5%87%BA%E6%9C%80%E5%A4%A7%E5%8C%96-flops%E7%94%B5%E7%BD%91%E4%B8%8Eanthropic%E7%9A%84p0/这期访谈最有价值的起点，是把 AI scaling 从买更多 GPU 改写成如何把已有 GPU 变成真实训练进展。Sun, 21 Jun 2026 00:00:00 GMTAI HighlightAI 基础设施模型训练与推理https://blog.xiaohansong.com/posts/ai-highlight/lenny%E7%A4%BE%E7%BE%A4%E6%99%BA%E6%85%A7-%E4%BB%98%E8%B4%B9%E4%B8%8D%E7%94%A8-fractional-cpo%E4%B8%8E%E5%9B%A2%E9%98%9F%E4%B8%8A%E4%B8%8B%E6%96%87%E6%B2%BB%E7%90%86/https://blog.xiaohansong.com/posts/ai-highlight/lenny%E7%A4%BE%E7%BE%A4%E6%99%BA%E6%85%A7-%E4%BB%98%E8%B4%B9%E4%B8%8D%E7%94%A8-fractional-cpo%E4%B8%8E%E5%9B%A2%E9%98%9F%E4%B8%8A%E4%B8%8B%E6%96%87%E6%B2%BB%E7%90%86/本期高亮提炼 Lenny 社群关于付费不用、早期产品顾问、Referral 反作弊、自由职业工具栈，以及 Claude Code 团队上下文治理的讨论。核心判断是：AI 让个人和团队更快执行，也更快暴露行为嵌入、判断质量和上下文治理的缺口。Sun, 21 Jun 2026 00:00:00 GMTAI Highlight组织与工作流上下文工程https://blog.xiaohansong.com/posts/ai-highlight/lenny%E7%A4%BE%E7%BE%A4%E6%99%BA%E6%85%A7-ai%E6%94%B9%E5%8F%98%E4%BA%A7%E5%93%81%E8%BF%90%E8%90%A5%E6%A8%A1%E5%9E%8B-%E5%BE%AE%E5%9E%8B%E5%9B%A2%E9%98%9Fgtm%E4%B8%8Eai%E4%BD%9C%E5%93%81%E9%9B%86/https://blog.xiaohansong.com/posts/ai-highlight/lenny%E7%A4%BE%E7%BE%A4%E6%99%BA%E6%85%A7-ai%E6%94%B9%E5%8F%98%E4%BA%A7%E5%93%81%E8%BF%90%E8%90%A5%E6%A8%A1%E5%9E%8B-%E5%BE%AE%E5%9E%8B%E5%9B%A2%E9%98%9Fgtm%E4%B8%8Eai%E4%BD%9C%E5%93%81%E9%9B%86/这组讨论问的是 AI 如何改变产品运营模型，真正有价值的答案不是 PM 能不能写代码，而是交付加速以后，团队哪里会变成新的约束。Sun, 14 Jun 2026 00:00:00 GMTAI Highlight组织与工作流AI 产品与商业https://blog.xiaohansong.com/posts/ai-highlight/github-coo-kyle-daigle%E8%AE%BF%E8%B0%88-ai%E6%97%B6%E4%BB%A3%E4%BB%A3%E7%A0%81%E5%B9%B3%E5%8F%B0%E5%8F%98%E9%9D%A9/https://blog.xiaohansong.com/posts/ai-highlight/github-coo-kyle-daigle%E8%AE%BF%E8%B0%88-ai%E6%97%B6%E4%BB%A3%E4%BB%A3%E7%A0%81%E5%B9%B3%E5%8F%B0%E5%8F%98%E9%9D%A9/这篇访谈的底层问题是：AI coding agent 让代码产量、提交频率、构建次数和权限检查同时放大，GitHub 这类平台开始承受一种新的系统压力。Sat, 13 Jun 2026 00:00:00 GMTAI HighlightAI 编程AI 基础设施https://blog.xiaohansong.com/posts/ai-highlight/lenny%E7%A4%BE%E7%BE%A4%E6%99%BA%E6%85%A7-%E8%9E%8D%E8%B5%84-vibe-coding%E4%B8%8Eagent%E6%95%B0%E6%8D%AE%E8%AF%AD%E4%B9%89%E5%B1%82/https://blog.xiaohansong.com/posts/ai-highlight/lenny%E7%A4%BE%E7%BE%A4%E6%99%BA%E6%85%A7-%E8%9E%8D%E8%B5%84-vibe-coding%E4%B8%8Eagent%E6%95%B0%E6%8D%AE%E8%AF%AD%E4%B9%89%E5%B1%82/Lenny 社群关于 bootstrapping、Vibe Coding 产品验证、Agent 数据语义层和 APM 基本功的讨论，核心线索是：构建成本下降后，稀缺性迁移到约束选择、分发验证、语义一致性和判断质量。Sat, 13 Jun 2026 00:00:00 GMTAI HighlightAI 产品与商业AI 编程https://blog.xiaohansong.com/posts/ai-highlight/satya-nadella-2026-ai%E5%B9%B3%E5%8F%B0%E6%88%98%E7%95%A5%E4%B8%8E%E4%BC%81%E4%B8%9Aagent/https://blog.xiaohansong.com/posts/ai-highlight/satya-nadella-2026-ai%E5%B9%B3%E5%8F%B0%E6%88%98%E7%95%A5%E4%B8%8E%E4%BC%81%E4%B8%9Aagent/Satya Nadella 谈 AI 时代的平台战略：企业护城河不在单一模型，而在 harness、context layer、private eval、trace 和组织级 agent memory。Sat, 13 Jun 2026 00:00:00 GMTAI HighlightAI 产品与商业Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/the-age-of-async-agents-cognition/https://blog.xiaohansong.com/posts/ai-highlight/the-age-of-async-agents-cognition/这组摘录给出了全文最重要的演化框架：AI coding 先是补全工具，再是本地 Agent，下一阶段是能在后台独立推进任务的异步 Agent。Sat, 13 Jun 2026 00:00:00 GMTAI HighlightAI 编程Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/video-agents%E8%A7%86%E9%A2%91%E7%94%9F%E6%88%90%E7%9A%84%E4%B8%8B%E4%B8%80%E7%AB%99%E6%98%AFagent/https://blog.xiaohansong.com/posts/ai-highlight/video-agents%E8%A7%86%E9%A2%91%E7%94%9F%E6%88%90%E7%9A%84%E4%B8%8B%E4%B8%80%E7%AB%99%E6%98%AFagent/这期 Latent Space 采访 Ethan He，表面主题是 Grok Imagine、视频生成和世界模型，真正有价值的是一个更大的判断：视频生成正在走 AI 编程已经走过的路。Thu, 04 Jun 2026 00:00:00 GMTAI HighlightAgent 系统模型训练与推理https://blog.xiaohansong.com/posts/ai-highlight/cursor-composer-2%E8%AE%AD%E7%BB%83%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD%E4%B8%8E%E9%AB%98%E6%80%A7%E8%83%BDrl/https://blog.xiaohansong.com/posts/ai-highlight/cursor-composer-2%E8%AE%AD%E7%BB%83%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD%E4%B8%8E%E9%AB%98%E6%80%A7%E8%83%BDrl/这期访谈把编程 Agent 的能力提升拉回到系统工程：真实环境、rollout、reward、权重同步、数值一致性和上下文压缩，决定模型能否从会写代码变成能完成软件工程任务。Thu, 28 May 2026 00:00:00 GMTAI Highlight模型训练与推理AI 基础设施https://blog.xiaohansong.com/posts/ai-highlight/abridge%E5%8C%BB%E7%96%97ai%E9%A2%86%E5%9F%9F%E7%9A%84%E4%B8%B4%E5%BA%8A%E6%99%BA%E8%83%BD%E5%B1%82%E6%9E%84%E5%BB%BA%E8%80%85/https://blog.xiaohansong.com/posts/ai-highlight/abridge%E5%8C%BB%E7%96%97ai%E9%A2%86%E5%9F%9F%E7%9A%84%E4%B8%B4%E5%BA%8A%E6%99%BA%E8%83%BD%E5%B1%82%E6%9E%84%E5%BB%BA%E8%80%85/Abridge 展示了垂直 AI 产品如何从临床文档切入，逐步演化为医疗系统的上下文层、评估系统和 Agent 工作环境。Tue, 26 May 2026 00:00:00 GMTAI HighlightAI 产品与商业评测与可观测性https://blog.xiaohansong.com/posts/ai-highlight/replit-ceo%E6%B7%B1%E5%BA%A6%E8%AE%BF%E8%B0%88-ai%E5%8E%9F%E7%94%9F%E5%BC%80%E5%8F%91%E8%80%85%E4%B8%8E%E5%90%8E%E6%8F%90%E7%A4%BA%E6%97%B6%E4%BB%A3/https://blog.xiaohansong.com/posts/ai-highlight/replit-ceo%E6%B7%B1%E5%BA%A6%E8%AE%BF%E8%B0%88-ai%E5%8E%9F%E7%94%9F%E5%BC%80%E5%8F%91%E8%80%85%E4%B8%8E%E5%90%8E%E6%8F%90%E7%A4%BA%E6%97%B6%E4%BB%A3/这篇访谈最值得保留的地方，是它把 AI 编程从工具效率问题推到了生产关系问题：谁有资格创造软件，谁最懂真实问题，组织内部的建设者如何被重新定义，以及 Agent 产品为了接住这种变化需要具备什么样的系统能力。Tue, 26 May 2026 00:00:00 GMTAI HighlightAI 编程人机协作https://blog.xiaohansong.com/posts/ai-highlight/2026%E8%B0%B7%E6%AD%8Cio-demis-hassabis%E8%AE%BF%E8%B0%88-agi%E5%80%92%E8%AE%A1%E6%97%B6%E4%B8%8Eagent%E6%97%B6%E4%BB%A3/https://blog.xiaohansong.com/posts/ai-highlight/2026%E8%B0%B7%E6%AD%8Cio-demis-hassabis%E8%AE%BF%E8%B0%88-agi%E5%80%92%E8%AE%A1%E6%97%B6%E4%B8%8Eagent%E6%97%B6%E4%BB%A3/这篇访谈把 Google DeepMind 的几条路线放在同一个框架里：模型能力、Agent 化、模拟环境、科学发现、持续学习和可靠性共同推进 AGI。Sat, 23 May 2026 00:00:00 GMTAI Highlight模型训练与推理Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/anthropic-claude-code%E6%B7%B1%E5%BA%A6%E8%AE%BF%E8%B0%88-ai-agent%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E8%B7%B5%E4%B8%8E%E8%A1%8C%E4%B8%9A%E5%8F%98%E9%9D%A9%E5%89%8D%E7%9E%BB/https://blog.xiaohansong.com/posts/ai-highlight/anthropic-claude-code%E6%B7%B1%E5%BA%A6%E8%AE%BF%E8%B0%88-ai-agent%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E8%B7%B5%E4%B8%8E%E8%A1%8C%E4%B8%9A%E5%8F%98%E9%9D%A9%E5%89%8D%E7%9E%BB/Boris 谈 Claude Code 的真实重点不是增长，而是 Agent 工程化：真实操作权、流程重构、长任务监督、并行调度，以及人类从执行者转向顶层驾驶者。Fri, 22 May 2026 00:00:00 GMTAI HighlightAI 编程Harness Engineeringhttps://blog.xiaohansong.com/posts/ai-highlight/%E4%BB%8Eopenclaw%E5%88%B0hermes-agent/https://blog.xiaohansong.com/posts/ai-highlight/%E4%BB%8Eopenclaw%E5%88%B0hermes-agent/这期播客真正有价值的地方，不是介绍 Hermes Agent 或 OpenClaw 的功能，而是把 Agent 行业的几个底层分歧讲清楚了：模型与 harness 谁更重要，Agent 应该厚约束还是薄封装，人的价值会迁移到哪里。Fri, 15 May 2026 00:00:00 GMTAI HighlightAgent 系统Harness Engineeringhttps://blog.xiaohansong.com/posts/ai-highlight/claude-managed-agents-%E4%BA%A7%E5%93%81%E5%AE%9A%E4%BD%8D%E4%B8%8Eai%E5%B9%B3%E5%8F%B0%E6%BC%94%E8%BF%9B/https://blog.xiaohansong.com/posts/ai-highlight/claude-managed-agents-%E4%BA%A7%E5%93%81%E5%AE%9A%E4%BD%8D%E4%B8%8Eai%E5%B9%B3%E5%8F%B0%E6%BC%94%E8%BF%9B/Anthropic 团队把 Managed Agents 定位为一套可运行、可部署、可拥有身份、可被组织接管的执行基础设施。真正的竞争点开始落在状态、工具、沙箱、权限、长期运行和多 Agent 编排上。Wed, 13 May 2026 00:00:00 GMTAI HighlightAgent 系统AI 基础设施https://blog.xiaohansong.com/posts/ai-highlight/anthropic%E5%89%8D%E6%B2%BFagent%E8%AE%B0%E5%BF%86%E7%B3%BB%E7%BB%9F%E4%B8%8Edreaming%E6%9C%BA%E5%88%B6/https://blog.xiaohansong.com/posts/ai-highlight/anthropic%E5%89%8D%E6%B2%BFagent%E8%AE%B0%E5%BF%86%E7%B3%BB%E7%BB%9F%E4%B8%8Edreaming%E6%9C%BA%E5%88%B6/Mahes 把 Anthropic 这一年多的产品演进放在一条清晰链路里：MCP 给 Agent 外部工具和数据，Claude Code 与 Agent SDK 提供执行 harness，Skills 让 Agent 获得可复用能力。Tue, 12 May 2026 00:00:00 GMTAI Highlight上下文工程Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/claude-code%E5%9B%A2%E9%98%9F%E7%AE%A1%E7%90%86%E7%BB%8F%E9%AA%8C-fiona-fung/https://blog.xiaohansong.com/posts/ai-highlight/claude-code%E5%9B%A2%E9%98%9F%E7%AE%A1%E7%90%86%E7%BB%8F%E9%AA%8C-fiona-fung/Fiona 的核心判断很直接：过去多年，软件工程流程默认编码带宽昂贵，所以规划、设计文档、排期、所有权和评审都围绕节省工程时间展开。Tue, 12 May 2026 00:00:00 GMTAI Highlight组织与工作流AI 编程https://blog.xiaohansong.com/posts/ai-highlight/%E5%A7%9A%E9%A1%BA%E5%AE%87%E8%AE%BF%E8%B0%88-%E4%BB%8E%E7%89%A9%E7%90%86%E5%88%B0ai-%E5%90%8E%E8%AE%AD%E7%BB%83%E4%B8%8E%E9%95%BF%E7%A8%8B%E4%BB%BB%E5%8A%A1/https://blog.xiaohansong.com/posts/ai-highlight/%E5%A7%9A%E9%A1%BA%E5%AE%87%E8%AE%BF%E8%B0%88-%E4%BB%8E%E7%89%A9%E7%90%86%E5%88%B0ai-%E5%90%8E%E8%AE%AD%E7%BB%83%E4%B8%8E%E9%95%BF%E7%A8%8B%E4%BB%BB%E5%8A%A1/姚顺宇反复用物理史解释当下大模型研究：我们对模型内部机制的理解仍然粗糙，但这不妨碍工程前进。Tue, 12 May 2026 00:00:00 GMTAI Highlight模型训练与推理Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/dario%E4%B8%8Edaniela-amodei%E5%AF%B9%E8%AF%9D-%E6%8C%87%E6%95%B0%E5%A2%9E%E9%95%BF-%E7%BB%84%E7%BB%87%E7%BA%A7agent%E4%B8%8Eai%E4%BA%A7%E5%93%81%E8%8A%82%E5%A5%8F/https://blog.xiaohansong.com/posts/ai-highlight/dario%E4%B8%8Edaniela-amodei%E5%AF%B9%E8%AF%9D-%E6%8C%87%E6%95%B0%E5%A2%9E%E9%95%BF-%E7%BB%84%E7%BB%87%E7%BA%A7agent%E4%B8%8Eai%E4%BA%A7%E5%93%81%E8%8A%82%E5%A5%8F/Dario 对指数增长的描述很值得保留：他们十年前就用 scaling laws 画出了曲线，但当曲线真的落到组织、收入、算力和产品节奏上，人的体验仍然是不稳定的。Thu, 07 May 2026 00:00:00 GMTAI HighlightAI 产品与商业组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/claude-code%E5%88%9B%E5%A7%8B%E4%BA%BAboris-cherny%E8%AE%BF%E8%B0%88/https://blog.xiaohansong.com/posts/ai-highlight/claude-code%E5%88%9B%E5%A7%8B%E4%BA%BAboris-cherny%E8%AE%BF%E8%B0%88/Claude Code 的起点很值得看：它并不是在模型已经完全成熟后才被设计出来的，而是 Anthropic 团队意识到产品形态落后于模型能力。Wed, 06 May 2026 00:00:00 GMTAI HighlightAI 编程Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/demis-hassabis%E8%AE%BF%E8%B0%88-agi%E6%8A%80%E6%9C%AF%E8%BF%9B%E5%B1%95-%E7%A7%91%E5%AD%A6%E5%8F%91%E7%8E%B0%E4%B8%8Eagent%E8%B7%AF%E5%BE%84/https://blog.xiaohansong.com/posts/ai-highlight/demis-hassabis%E8%AE%BF%E8%B0%88-agi%E6%8A%80%E6%9C%AF%E8%BF%9B%E5%B1%95-%E7%A7%91%E5%AD%A6%E5%8F%91%E7%8E%B0%E4%B8%8Eagent%E8%B7%AF%E5%BE%84/这次访谈的价值不在于 Demis 又说了一遍 AGI 很快，而在于他把 DeepMind 路线里的几条线串起来了：记忆与持续学习、AlphaGo 式搜索、Agent、科学发现、多模态世界模型，以及深科技创业在 AGI 时间线下的防御性。Tue, 05 May 2026 00:00:00 GMTAI Highlight模型训练与推理Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/openclaw%E4%B8%8Eagent%E6%97%B6%E4%BB%A3-ai%E9%A9%B1%E5%8A%A8%E7%9A%84%E5%B7%A5%E4%BD%9C%E8%8C%83%E5%BC%8F%E4%B8%8E%E8%BD%AF%E4%BB%B6%E7%94%9F%E6%80%81%E5%8F%98%E9%9D%A9/https://blog.xiaohansong.com/posts/ai-highlight/openclaw%E4%B8%8Eagent%E6%97%B6%E4%BB%A3-ai%E9%A9%B1%E5%8A%A8%E7%9A%84%E5%B7%A5%E4%BD%9C%E8%8C%83%E5%BC%8F%E4%B8%8E%E8%BD%AF%E4%BB%B6%E7%94%9F%E6%80%81%E5%8F%98%E9%9D%A9/这篇访谈最值得保留的地方，不是 OpenClaw 或 Claude Code 哪个工具更好，而是它把 Agent 从工具讨论推进到了工作界面、公司形态、商业模式和人的角色变化。Tue, 05 May 2026 00:00:00 GMTAI Highlight人机协作Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/%E6%9D%8E%E5%85%89%E8%80%80%E9%A2%86%E5%AF%BC%E5%8A%9B%E8%AE%BF%E8%B0%88-%E4%BB%8E%E6%AE%96%E6%B0%91%E5%88%B0%E5%BB%BA%E5%9B%BD/https://blog.xiaohansong.com/posts/ai-highlight/%E6%9D%8E%E5%85%89%E8%80%80%E9%A2%86%E5%AF%BC%E5%8A%9B%E8%AE%BF%E8%B0%88-%E4%BB%8E%E6%AE%96%E6%B0%91%E5%88%B0%E5%BB%BA%E5%9B%BD/这次高亮只筛选领导力相关内容。Sat, 02 May 2026 00:00:00 GMTAI Highlight职业与成长组织与工作流https://blog.xiaohansong.com/posts/ai-highlight/andrej-karpathy%E8%AE%BF%E8%B0%88-ai%E6%97%B6%E4%BB%A3%E7%9A%84%E7%BC%96%E7%A8%8B%E8%8C%83%E5%BC%8F-%E5%8F%AF%E9%AA%8C%E8%AF%81%E6%80%A7%E4%B8%8E%E4%BA%BA%E7%B1%BB%E4%BB%B7%E5%80%BC/https://blog.xiaohansong.com/posts/ai-highlight/andrej-karpathy%E8%AE%BF%E8%B0%88-ai%E6%97%B6%E4%BB%A3%E7%9A%84%E7%BC%96%E7%A8%8B%E8%8C%83%E5%BC%8F-%E5%8F%AF%E9%AA%8C%E8%AF%81%E6%80%A7%E4%B8%8E%E4%BA%BA%E7%B1%BB%E4%BB%B7%E5%80%BC/Karpathy 这里讲的重点，不是 AI 让旧式编程变快，而是可操作对象变了。Thu, 30 Apr 2026 00:00:00 GMTAI HighlightAI 编程人机协作https://blog.xiaohansong.com/posts/ai-highlight/openai%E7%9A%84ryan-leopo%E8%B0%88harness-engineering-%E5%BD%93%E4%BB%A3%E7%A0%81%E5%85%8D%E8%B4%B9%E6%97%B6%E5%A6%82%E4%BD%95%E6%9E%84%E5%BB%BA%E8%BD%AF%E4%BB%B6/https://blog.xiaohansong.com/posts/ai-highlight/openai%E7%9A%84ryan-leopo%E8%B0%88harness-engineering-%E5%BD%93%E4%BB%A3%E7%A0%81%E5%85%8D%E8%B4%B9%E6%97%B6%E5%A6%82%E4%BD%95%E6%9E%84%E5%BB%BA%E8%BD%AF%E4%BB%B6/Ryan Leopo 的核心判断很直接：编码 Agent 已经让实现本身变得不再稀缺。Thu, 30 Apr 2026 00:00:00 GMTAI HighlightHarness EngineeringAI 编程https://blog.xiaohansong.com/posts/ai-highlight/openai%E7%9A%84ryan-leopo%E8%B0%88harness-engineering/https://blog.xiaohansong.com/posts/ai-highlight/openai%E7%9A%84ryan-leopo%E8%B0%88harness-engineering/Ryan 在演讲开篇给出整个框架的支点，不是"AI 能帮你写代码"，而是从稀缺资源角度重新定义了软件工程的约束条件。Thu, 30 Apr 2026 00:00:00 GMTAI HighlightHarness EngineeringAI 编程https://blog.xiaohansong.com/posts/ai-highlight/shopify-cto%E8%AE%BF%E8%B0%88-%E5%86%85%E9%83%A8ai%E5%B7%A5%E5%85%B7%E8%90%BD%E5%9C%B0-%E8%87%AA%E7%A0%94ml%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD%E4%B8%8E%E5%89%8D%E6%B2%BF%E6%8A%80%E6%9C%AF%E5%BA%94%E7%94%A8/https://blog.xiaohansong.com/posts/ai-highlight/shopify-cto%E8%AE%BF%E8%B0%88-%E5%86%85%E9%83%A8ai%E5%B7%A5%E5%85%B7%E8%90%BD%E5%9C%B0-%E8%87%AA%E7%A0%94ml%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD%E4%B8%8E%E5%89%8D%E6%B2%BF%E6%8A%80%E6%9C%AF%E5%BA%94%E7%94%A8/访谈一开始就在回应 Jensen Huang 关于工程师应大量消耗 token 的观点。Thu, 30 Apr 2026 00:00:00 GMTAI Highlight组织与工作流AI 基础设施https://blog.xiaohansong.com/posts/ai-highlight/aie-europe-debrief-agent-labs-thesis/https://blog.xiaohansong.com/posts/ai-highlight/aie-europe-debrief-agent-labs-thesis/这组摘录来自 AIE Europe 会后的判断，讨论的是 agent infra 是否开始稳定，以及稳定到底体现在哪里。Tue, 28 Apr 2026 00:00:00 GMTAI HighlightAI 基础设施Agent 系统https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-sharing-claude-code-skills-across-the-org-why-did-lennysjobs/https://blog.xiaohansong.com/posts/ai-highlight/community-wisdom-sharing-claude-code-skills-across-the-org-why-did-lennysjobs/这组讨论围绕 50 人创业公司内部如何共享 Claude Code skills。Sat, 25 Apr 2026 00:00:00 GMTAI Highlight组织与工作流AI 编程https://blog.xiaohansong.com/posts/ai-highlight/2026-04-09-podwise-%E6%96%B0%E6%96%87%E7%AB%A0-we-gave-every-employee-an-ai-agent/https://blog.xiaohansong.com/posts/ai-highlight/2026-04-09-podwise-%E6%96%B0%E6%96%87%E7%AB%A0-we-gave-every-employee-an-ai-agent/这篇对谈里最有价值的一层，不是 Every 把 OpenClaw 跑起来了，而是他们讲清了为什么个人代理和通用聊天模型在组织里会导向完全不同的关系结构。Thu, 09 Apr 2026 00:00:00 GMTAI Highlight组织与工作流人机协作