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哇！第一次 在 造物雷达 感到 Aha Moment！ 上午审核 造物矩阵 今日更新，看到这个项目 眼前一亮： 这不就是我一直心心念想做的 物理外挂 Agent 吗！！ 现在有人直接做出了开源了👉 PhysiClaw 🤖 它不接 API，也不用 ADB，而是用摄像头“看”屏幕、用触控笔操作手机，像真人一样完成点外卖、购物、叫车。 更值得关注的是它“把屏幕当 API”的思路： 感知、决策、执行、反馈，组成完整的 Agent 循环。 想研究物理世界 AI Agent 或手机自动化原型，这个项目很值得拆 ⭐ 220｜Python｜MIT GitHub： via 造物雷达：

Mole CLI just passed 60K stars. It started as a few hundred lines of code I wrote by a pool in Sanya last October. Now: 55 releases, 112 contributors, 812 issues resolved. It also grew into Mole Mac, the pro version with a native GUI and much more. 4 aha moments from using it myself: 1. Got a notification that my AirPods were low on battery. AI suggested it while I was building battery health, and I shipped it. Works for any Bluetooth accessory. Helpful, never noisy. 2. I use Mole daily and it still found 1 TB to clean. Rust target folders add up fast. One scan, gone. 3. Keep Screen On now has 3 modes. Head out on a weekend, your AI coding agent keeps working, you steer it from your phone. 4. Your iPhone battery now shows next to your Mac. All your devices in one quiet dashboard. None of these were my idea. All came from early users, and now they help me every day.

While many of the world's brightest engineers were focused on building the best humanoid robots possible, PITN focused on building something different—a multilingual digital asset gateway designed for the emerging humanoid robotics ecosystem. Every transformational technology has had a moment when the market underestimated its importance. The internet.
Smartphones.
Artificial intelligence. Humanoid robotics may be approaching that same moment. PITN has assembled a portfolio of 500+ robotics and AI digital assets spanning the world's top 30 languages, including exact-match digital assets. Here's the question: When will a major robotics company have its "aha" moment and realize that a gateway they can leverage already exists? In any specialized industry, connections tend to tighten as the ecosystem matures. When humanoid robotics evolves into the global industry many expect, the paths between innovators, brands, and digital identity may become increasingly interconnected. The future is multilingual. The future is voice activated. 
The future is .HUMANOIDS WEB3. The future is POWER IN THE NUMBERS! For investor relations inquiries, DM #engineer# #TechCulture# #HumanoidRobotics# #AI# #Robotics# #DigitalAssets# #FutureTech# #Innovation#

PITN has assembled a portfolio of exact-match multilingual digital assets spanning approximately 30 of the world's most widely spoken languages and writing systems. Structured using Unicode-based normalization, transliteration, and cross-lingual terminology mapping, the portfolio is designed to function as a semantic gateway for robotics and humanoid AI. By aligning concepts such as ROBOT, ROBOTS, HUMANOID, HUMANOIDS, and HUMANOID ROBOT across native scripts, these assets may support ontology-driven knowledge organization, AI discovery, semantic search, multilingual SEO, and globally consistent concept representation as search evolves from keywords to meaning. As humanoid technologies scale worldwide, standardized multilingual semantic infrastructure may become an increasingly important layer for global interoperability and discoverability. The more compelling question is not whether this semantic layer will matter, but at what point a major robotics company will have its "aha" moment and recognize that has already assembled a semantic gateway that could be leveraged today to accelerate global multilingual concept alignment and future humanoid ecosystems. #PITNAI# #Humanoid# #HumanoidRobots# #Robotics# #Ontology# #SemanticWeb# #KnowledgeGraph# #SemanticSearch# #AI# #NLP# #Multilingual# #Unicode# #SEO# #FutureOfAI# #AgenticAI# #DigitalInfrastructure#

想和大伙分享一下，最近我用自己产品 Mole 遇到的 4 个 Aha Moment，对我使用非常有帮助。 第一个是，有一天下午居然收到了一个消息通知，说我的 Airpods 电量不足要充电了，这个功能惊喜到了我，是当时做电池健康的时候 AI 主动给我加上的，Mole 会提醒和Mac关联的蓝牙带电池的设备低电量充电，但是我一直没有遇到这个场景，直到遇到了，感觉非常贴心，但频繁不打扰。 第二个是，对于每日使用的我居然还可以清理掉 86G，之前有一个版本加上清理项目里面肯定无用的build编译内容，我的 Rust 项目产生了不少 target 内容，一下子清理这么多，非常有满足感。 第三个是，屏幕常亮的功能，经过用户提醒给加上了3种不同的常亮行为，我还是喜欢把屏幕打开的方式，比如周末你突然出门，你的 AICoding 可以用手机客户端很好的控制让他干活，非常稳定，也帮我节约了不少异步的时间。 第四个是，Mole 的电量显示居然也支持展示你的 iPhone 的电量了，之前这一块不是很好实现，但是很巧妙的实现了，现在可以在状态里面很清楚看到与你相关的设备的电量情况，也不打扰，但是很安心。 更神奇的是，以上这4个功能的起源都不是我想到的，是初期使用 Mole 的朋友反馈告诉我要加的功能，我加上后对我帮助非常大，非常感谢！话说你使用 Mole Mac 有惊喜的地方是哪一些，以及你非常建议 Mole 要加的功能，欢迎告诉我。

我有个文科生朋友，曾经用AI vibe coding做出了一个自己的小工具。 他特别兴奋，终于体验到了自己当程序员的aha moment，于是分享到X上。结果评论区一群程序员开始挑毛病：什么生产环境不能用、代码质量太差、有bug、不规范…… 让他觉得很受挫也很困扰 对这个群体性的反应我一点都不意外。 其实程序员这个职业有一个很大的分水岭。 一类人长期负责接需求、写代码，把产品经理拆好的需求实现出来。 另一类人已经做到Tech Lead，负责技术管理和架构设计，需要理解业务、权衡成本、制定全局架构方案，对最终结果负责。 Claude Code刚出来的时候，这两类人的评价就完全相反。 做过技术管理的人，几乎都能立刻意识到它的价值，因为它极大提升了代码生产效率。 而长期做执行开发的人，更容易盯着它写出来的代码：这里不优雅，那里有bug，需要Review，最后得出一个结论："还是人写靠谱。" 问题在于，他们关注的是代码本身，而不是代码创造的价值。 事实上，这部分程序员里有相当大的比例，沉迷于欣赏所谓的"技术"。 他们会不断挑AI写代码的问题：架构不好、屎山、稳定性差、生产环境不能用…… 可他们往往讲不清楚，自己写的代码到底创造了什么价值。 因为只要没人给他们提需求，他们就无事可做。 写代码，到底是目的，还是满足市场需求、创造商业价值的手段？ 对于真正有判断力的人来说，知道该做什么远比知道怎么写代码重要。 AI出现以后，补足的正是代码生产力。 于是，当需求方开始直接使用Code Agent满足自己的需求，而不是再把需求层层传递给程序员时，一部分人的第一反应不是学习，而是否认。 之前有朋友问我，他一直不理解为什么那么多程序员喜欢跟AI较劲。 明明AI就是个工具，不好用改一改、优化一下不就好了？ 我回答了一句话： 因为他们自己在工作里，本来就像一个Agent。 他们不会把AI当作自己的杠杆，而会把AI当作自己的竞争对手。 因为AI正在接手的，恰恰就是他们一直负责的那部分工作。 在没有AI之前，一个成熟的软件团队本来就是这样运作的。 Tech Lead负责理解需求、权衡人力成本、开发成本、维护成本、业务优先级，甚至参与商业决策，再设计整体架构，保证长期可扩展，同时避免过度设计。 模块拆分完成之后，再分配给执行层开发，由Tech Lead审核方案和代码。 听起来是不是很熟悉？执行层做的事和Agent工作几乎一样。 所以后来我安慰那个文科生朋友。 我告诉他，不用和那些人争论，你应该理解他们为什么会有这样的情绪。 因为当你开始学着用AI自己vibe coding的时候，你其实在做空他们的未来。

So I recently sold all my houses, cars, and most of my physical assets. Told some friends and… well they all think I lost my mind lol I’m not saying world’s gonna end tmr. Those who know me know I’m actually annoyingly optimistic. People say we’re already in a recession but I genuinely think the real correction hasn’t even started. And honestly a crash you’re prepared for is just opportunity. Prep the cash flow now and be ready when it hits. Few months ago I tweeted a 1920-1939 side by side with 2020-now and I was like aha this earth simulation game isn’t even trying to be surprising. America First was literally a 1920s slogan. Middle class getting wiped, kids going hard left, the right cashing in on the backlash, yada yada. Same movie. They didn’t even bother changing the lines. But it’s not just the 1930s. This “coincidental” pattern keeps showing up Every time in history you get this specific set of things at once: > “empire” past its prime but won’t admit it > up and coming power that stopped playing nice > new tech nobody has rules for > wealth gap gone cartoonish > globalization reversing > institutions bleeding trust while pretending everything’s fine UNFORTUNATELY, it’s never ended quietly. Crash, war, usually both. Looking back, 1890-1914 literally looked unstoppable. > globalization booming, tech changing everything > markets ripping, rich getting richer, international trade at record highs > everyone convinced world had become too interconnected for a major war BUT then reality arrived. > 1914 WW I, 1918 spanish flu, 1921-1923 Weimar hyperinflation, 1929 great depression 1939 WW II. Just imagine you’re a civilian living in between any one of those events, literally each one felt like the worst thing that could happen until the next one hit. And I know how this sounds. This random green cat on X reads a bit of history and suddenly thinks the sky is falling. i would’ve scrolled past this a year ago too lol. But just look at how familiar the setup feels rn. A debt spiral. A rising challenger. AI detonating entire industries. Institutional trust collapsing. Millions of young people looking at the future and deciding they got sold a lie. You see it too right? That’s usually not when history calms down. And sure, you’ll say the system survived 2008. Central banks have the tools. The world’s too connected to actually break. You know who said basically the same thing? Everyone in 1913. A famous economist Norman Angell wrote a bestseller arguing war between major powers had become impossible because their economies were too intertwined. And guess what? A year later they were at war. The irony is he wasn't even wrong. The thing everyone pointed to as proof the system was safe ended up being what made the fallout global. Look at the positioning now. Stocks at all time highs. And everyone, I mean everyone, priced like things stay calm forever. Markets, governments, companies, all quietly betting on stability while the ground under it gets shakier every year. Trigger? No idea. Nobody ever knows. Franz Ferdinand (the dude who got shot and basically started WWI) wasn’t on a single dashboard in June 1914. So yea, I sold most of my illiquid assets. Still got stocks and crypto. Stocks prob exiting before end of year. Maybe I look crazy for a year or two. But I’d rather be wrong than be the dude on his knees in financial ruins asking God why he saw the train coming and stayed on the tracks anyway. “This time is different” is probably the most expensive sentence in history. And lately it’s the only thing I hear. And before someone says I’ve lost my mind, ask yourself something. Why do so many billionaires keep buying land in New Zealand? Why do people with private jets, intelligence briefings, and more money than they’ll ever spend keep building backup plans? Maybe they’re paranoid. Maybe I’m paranoid. Or maybe ordinary people are always the ones told everything’s fine right before they become fuel.

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