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我可以讲清楚这种启发具体是什么。 所谓 “一切皆插件” 至少有三四种不同的架构含义，很多人会将其误解为类似 Webpack 和 Pi 中的 hook 模式，或 VSCode 中在主创团队决策下开放给第三方的插件场景。 然而我对 DSH 插件架构要解决的问题的理解，其实还是来源于当年的 AFFiNE。 那时，虽然 AFFiNE 在产品功能上相当于 OpenNotion，但我们非常希望架构要完全可定制，理想中任意需求最好都能不 fork 我们主干就能由第三方实现（请就这句话联想一下 harness 场景）。因为在我们的融资叙事里，AFFiNE 的长期愿景是成为一个通用的应用开发底座。AFFiNE 内部我负责的 BlockSuite 编辑引擎也遇到同样的问题。满足短期需求的产品功能快速侵入通用引擎，会让技术团队对通用性愿景逐渐失去信心。 因此，当时 @EEEEYHN 设计实现了 Affine Framework，而 @mirone_saul 在 BlockSuite 中也做了类似的工作。其基本思路是将 DI 和 rxjs 结合来管理业务对象的生命周期，从而只要基于这套架构的逻辑，都是原理上能运行时动态替换的——很高兴看到今天 DeepSeek 甚至就此给出了数学证明！ 重复一遍，这种插件模式的重点在于运行时任意扩展的理论可能性。其精髓不同于 VSCode 那样人工决定“什么能被第三方扩展”，而是任意逻辑都默认能被第三方扩展。 这项工作不存在于 AFFiNE 的公开文档中，因为项目后期我们已经无暇顾及开发者业务的叙事。且这种架构也会让代码显著地更为晦涩，在古法编程时代会拖慢开发效率。有兴趣的朋友欢迎用 codex 去考古。 并且，我也不觉得我有资格声称“DSH 的理念早已被我们掌握”，因为 DSH 是第一个做到在 day one 就将我们未竟的理念贯彻为项目中一等公民的产品。这种技术方向上的产品化可能性，就是对我最大的启发。 在离开 AFFiNE 加入 Lovart 后，我注意到了 Prisma 作者 Johannes 对 @EffectTS_ 的称赞。如果你将手搓 DSH 插件架构的思路做到极致，那么基本上你就会重新得到 Effect。只要把它的 layer 理解成 provider， 把 tag 理解成 service key 就够了。 充分 Effect 化的代码里没有 setTimeout，能用 TestClock 做确定性模拟测试，从而将 E2E 墙钟时间压缩到单测时间。我认为这对提高软件可验证性有极大价值，甚至单独约过会向 Melvin 老板和 CTO 介绍过这项技术，然而也确实感觉没人能听懂我在说什么…… 现在回头看，我觉得 AFFiNE 有点像是个 General Magic 式的组织，它确实尝试过在一个宏大理想的 umbrella 下汇聚很多领域内最优秀的人各自的小理想。 在 AFFiNE，我有幸光明正大地烧投资人的钱，专门去研究通用编辑引擎如何从第一性原理出发设计架构。这些 know how 并不是局外人“那样肯定搞不成”可以一笔带过的。 GM 最后没有跑出来，但安卓、iPod、iPhone、Flash，其实都是技术条件成熟后 GM 团队当年理想的开枝散叶。AFFiNE 团队的核心成员去了 Manus、VoidZero 等地方，我也感觉是在追寻自己多年前的影子。像 PocketJS 能不能成为新一代的 Flash 呢？ 现在像是来到了十年前前端框架大乱斗风起云涌的年代，在这个技术奇点加速开蹬吧！

BREAKING: President Trump speaks out about the Department of Justice's move to drop the Reflecting Pool vandalism case. "That was the one mistake with the reflecting pond, they hadn't put up the cameras yet... If they would have had them up, we would have had a lot of- it would have been a lot easier. And I was disappointed with Jeanine Pirro, really disappointed with Jeanine Pirro. She folded like an umbrella and people get away with things, and it's a disgrace."

A humanoid robot is fundamentally an embodied AI system. While motors, actuators, batteries, and sensors provide the body, neural intelligence provides the mind. Without neural computation, a humanoid is simply an advanced machine. With it, the robot becomes capable of adapting to unpredictable environments, understanding language, recognizing objects, planning tasks, and continuously improving through experience. This shift positions "Humanoid Neural" as a foundational concept within the robotics ecosystem. Neural Intelligence is the Core of Future Humanoids. Modern humanoids rely on neural-network-based systems to perform nearly every cognitive function. These include: Visual perception Speech recognition Language understanding Object identification Human pose estimation Motion planning Reinforcement learning Dexterous manipulation Long-term memory Decision making Navigation Emotional recognition Social interaction As robots become more capable, nearly every subsystem transitions from traditional programming toward learned neural models. This makes "neural" less of a niche AI term and more of an umbrella for robot intelligence. A Broad and Scalable Brand One of the strongest characteristics of is that it is not confined to a single product category. #Languageunderstanding# #neuralnetwork# #socialinteraction# #neuralntelligence# #smarthumanoids# #iq#

Off to Shanghai today! Got a ride with a Didi driver with hearing impairments, and this isn’t my first time traveling with a driver with hearing differences. The bilingual notice hanging on the back seat lays out simple communication tips: tap his shoulder, then exchange messages by text once the car is fully parked. It’s incredibly heartening to watch inclusive job opportunities grow for folks with hearing differences—every person deserves fair, accessible ways to earn a living. Funny enough, I was only in Shanghai one month ago, and work is already sending me back. One of my favorite perks of this role is getting to revisit cities I truly adore. It’s not just my fondness for Shanghai, either. There’s always something new unfolding here. As one of China’s most globally connected cities, it never stops evolving: fresh art exhibitions, cutting-edge tech debuts, vibrant cultural gatherings, and endless untold stories to uncover. No two visits ever feel identical. I’m boarding the high-speed rail out of Beijing. The route stretches roughly 1,300 km (820 miles), yet I’ll arrive in around four and a half hours. The Beijing-Shanghai high-speed line just celebrated its 15th anniversary, clocking over 2.3 billion passenger trips since launch—such an astonishing milestone to reflect on! To top it off, Beijing is sweltering through another heatwave, while Shanghai greets me with soft drizzle. I’ll gladly swap 35°C scorching heat for an umbrella any day!

WATCH: President Trump boards Air Force One with umbrella in hand en route to Reading, Pennsylvania where he's set to speak at a Mack Trucks plant in the key battleground state.

しぐれういライブ『SHIGURE UI Birthday Live "Wishing Umbrella"』全体ディレクション・ライブ演出・映像演出・ステージデザイン原案・ロゴデザイン・KVデザイン・グッズデザインを担当致しました。 CL: アンコロール株式会社 ©Ui Shigure #しぐれういライブ2026#

【WORKS】 しぐれういライブSHIGURE UI Birthday Live “Wishing Umbrella”『粛聖!! ロリ神レクイエム☆』のライブ映像にて、 アドビで私が開発中のフォント「ネオクロ」を特別に先行提供し使用していただきました！！ #しぐれういライブ2026#

【Works】 Kアリーナ横浜で開催された、しぐれういリアルライブ『SHIGURE UI Birthday Live “Wishing Umbrella”』にて、 オープニング演出映像制作を担当致しました。 安村は全体構成、前半&カウントダウン以降を担当し、 出演者の紹介パートを榎本くんに手伝ってもらってます！ Direction: RICOL (@RICOL_inc) Motion Design: 安村俊介、Shinnosuke Enomoto (@ak4_m3) ＃しぐれういライブ2026