APLD’s Real Moat May Be Execution, Not Just Power

Recent delays at large Oracle-related data center projects made me realize that the scarce resource in AI infrastructure is no longer just land, power, or contracts. It is the ability to deliver MW on time. AI companies do not just need “1GW someday.” They need to know whether 100MW or 200MW will actually be RFS in a specific quarter so GPUs can be deployed immediately. That makes planned MW very different from proven, deliverable MW. APLD has already delivered 250MW and now expects to bring more than 600MW online over the next 12 months. If it keeps meeting schedules, the market may eventually view APLD less as a data center developer and more as a platform that can repeatedly produce scarce, usable AI capacity. That should improve pricing power, lease terms, and potentially financing costs. Another reason I watch APLD closely is CEO Wes Cummins’ background in technology investing, capital markets, and asset management. My long-term guess is that if APLD reaches multi-GW scale, it may increasingly use outside capital rather than funding everything from its own balance sheet: infrastructure funds, strategic AI investors, project-level JVs, tenant-backed financing, or even sovereign capital. The model could become simple: APLD develops and delivers.AI customers sign long-term leases.Large capital funds expansion.Then the model gets replicated across more campuses. For me, the two key questions are now: Can APLD keep delivering on time?Can it use capital markets to scale faster once the platform is proven? If both happen, APLD could become much more than just a data center landlord.

reddit.com
u/FabulousCucumber3697 — 7 days ago
▲ 37 r/ChuNom

《语言会不会限制一个国家的人才上限?——从越南想到的》

十多前我在想,为什么一些国家人口不少,也并不缺少聪明人,但在科学、技术、文学和商业领域,能够进入世界一流水平的人才比例却并不高。这个想法和我自己的经历有关:我小时候的母语是福州话(中国南方方言之一),后来学习普通话,直至小学四年级才能看懂报纸,听懂歌词,电视台新闻。这个过程让我很早就意识到一件事:并不是所有人都擅长学习第二种语言。

一个人的数学能力、空间想象力、机械能力、文学感受力,和他的第二语言学习能力,并不是同一回事。有些人本来可能很有科学、工程或者商业天赋,却因为语言这一关始终过不去,最后没有机会进入更高层次的知识世界。因此一个社会采用什么语言和文字体系,不只是文化问题,还可能直接影响它的人才数量。

我的理解是,每一种成熟语言背后,都连接着一个巨大的知识库。英语背后有现代科学、计算机、医学、金融和商业体系;日语在近代吸收了大量欧美科学技术,并建立了完整的工业、工程和教育体系;汉语背后也积累了庞大的历史、文学、技术和现代知识。

这有点像计算机,人的智力可以看作 CPU 或 GPU 的计算能力;语言像接口或者操作系统;而一种语言几百年来积累的教材、论文、技术标准、专业术语、文学作品和商业经验,就像软件库。软件再好如果缺少软件生态,实际能够发挥出来的能力仍然有限。所以我在思考越南的时候,会产生这样一个假设。

二战以后,越南建立现代民族国家。如果当时在保留越南语日常使用的同时,更直接、更深地接入英语、法语或者汉语这样已经拥有庞大知识体系的语言,越南人获取世界先进科学技术的成本,也许会低很多。我并不是说越南语本身不好,(80年代中国亦产生是否要拥抱英语反思,当时汉字难以输入电脑/计算机)

问题在于一个规模较小的语言体系,如果希望独立承担现代教育的全部功能,就必须自己完成大量工作:翻译外国教材、创造专业术语、编写本国教材、培养教师,再把新的知识传播给下一代。这相当于整个国家都要长期支付一笔巨大的“知识转码成本”。而如果一个学生本身就能够直接进入英语、汉语或其他成熟知识体系,他就少了一层等待翻译和重新整理的过程。

日本和韩国让我更加注意到这个问题,日本在近代已经建立了完整的现代工业、教育和科学体系,大量欧美知识被翻译进入日语。朝鲜半岛在日本统治时期虽然经历了殖民压迫和不平等,但也客观上接触到了日本已经建立起来的现代学校、工业、工程、医学和技术体系。战后的韩国又进一步接入美国和英语世界。

因此韩国后来并不是从零开始建立现代知识体系,而是在已有基础上继续接入新的知识网络。这让我觉得,真正决定一个国家人才产出的,不只是人口多少,也不只是所谓民族智力,而是一个有潜力的孩子,要经过多少道门槛,才能接触到世界最先进的知识。

最理想的情况应该是:一个孩子拥有天赋之后,可以从基础教育一路进入现代科学、工程、医学、文学和商业知识,而不是先花大量时间克服语言和文字障碍。

如果一道语言门槛过高,就会提前淘汰一部分人。这些人并不一定不聪明,只是他们的天赋不在语言学习方面。

因此我怀疑,越南现代人才数量相对有限,除了战争、经济、工业基础和政治环境等原因之外,语言知识体系的规模和与世界知识网络连接的效率,也可能是一个长期被低估的因素。

换句话说:语言不仅承载文化,也承载知识。一个国家选择什么语言体系,实际上也决定了自己的下一代,可以多快、多容易地调用人类已经积累下来的知识。而对于一个国家来说,真正宝贵的不是让所有人都成为语言天才,而是尽量不要让语言成为科学家、工程师、作家和企业家的第一道淘汰线。

u/FabulousCucumber3697 — 13 days ago

《龙餐馆》观后感

《龙餐馆》:表面讲战争,真正讲的是“活着”。小时候看战争电影,注意的是枪炮、追逐、谁赢谁输,只会觉得:这是一部战争片,好看。人到中年以后再看,才慢慢发现,真正打动人的往往不是战争本身,而是战争里面那些普通人怎么活下去。

整部电影表面围绕伊拉克战争、中餐馆、不同国家的人展开,但真正贯穿始终的,其实只有两个字:活着。

老扎为了女儿能活久一点而挣扎;孤儿院的孩子在战乱中求生;中国厨师、经理身处异国战火,只想把日子过下去;美国华裔士兵、军官脱下制服以后,也只是希望完成任务,然后活着回家的人。不同国籍、不同立场、不同身份,最后都回到同一个最基本的人性需求:活下来,让家人活下来,而且尽可能活得更好。

这也让我想到这位导演之前的《我不是药神》。 《我不是药神》表面讲药价、法律、仿制药,真正讲的仍然是“活”。病人买药不是为了赚钱,而是为了多活几年;程勇后来继续带药,也从生意逐渐变成了让别人活下去。两部电影背景完全不同,但内核很像:制度、战争、法律、国家都是大背景,最后真正落到镜头里的,是一个个具体的人怎么活。

电影里“菜咸了”这一段,我也觉得很有意思。表面看是中国厨师按照自己熟悉的方式做菜,但当地人不一定喜欢。深一层其实是在说:你认为好的东西,不一定适合另一个地方的人。

一种菜如此,一种制度、一套价值观同样如此。外来的东西如果不了解当地历史、宗教、社会结构和普通人的真实生活,就很容易出现“我认为这是好的,为什么你不接受”的问题。所以我觉得,《龙餐馆》并不是单纯在讲伊拉克战争,也不是简单讨论谁对谁错,而是用一种中国人的生活视角去观察战争:饭还能不能吃,孩子能不能活,店还能不能开,人还能不能回家。

小时候看电影,看的是故事.人到中年以后再看,看到的却是故事背后的人生。电影没有变,变的是看电影的人。岁月沉淀以后,人的思考才慢慢有了厚度。 发芽的马铃薯 大家看到什么! 仇恨发芽 potato fried , French fries. Freedom fries !

reddit.com
u/FabulousCucumber3697 — 1 month ago

Holding Through the Darkness

Watching the stock price of a company you truly believe in keep falling is always frustrating. It tests your patience, your conviction, and sometimes even makes you question your own judgment. But if the business is still moving in the right direction and the original thesis remains intact, sometimes the hardest part is simply surviving the darkness long enough to see the sunrise. The last company where I successfully waited for that sunrise was Palantir. I started holding PLTR around the IPO period and stayed with it through years of ups and downs. I eventually sold my final 100 shares at around $160 and moved that money into Applied Digital at roughly $16. Now APLD is another waiting game for me. No one knows exactly when the sunrise will come, and of course not every investment story ends the same way. But one lesson PLTR taught me is that when the direction is right, patience can sometimes matter just as much as picking the right company. (Fortunately, I’ve also been able to recover some capital by selling covered calls along the way, which has brought my effective APLD cost basis down to roughly $10 per share. )

u/FabulousCucumber3697 — 2 months ago
▲ 5 r/stamps

A small piece of British royal history.

This set of five 26p stamps was issued by the Royal Mail in 1998 in memory of Diana, Princess of Wales (1961–1997). Each stamp features a different portrait of Diana, while the silhouette of Queen Elizabeth II appears in the upper corner.

u/FabulousCucumber3697 — 2 months ago

An unexpected surprise

Received this unexpected $51.41 check today from an FTC settlement with Grubhub.The amount itself is small, but it made me think about something much bigger.

For an individual delivery driver, there is almost no realistic way to fight a large platform over misleading earnings claims, unfair practices, or money that should have been paid. Most workers simply do not have the time, money, legal knowledge, or bargaining power to challenge a corporation on their own. That is why government oversight matters.Without agencies like the Federal Trade Commission and state regulators investigating these cases and forcing companies to answer for their practices, many ordinary workers would probably never recover anything at all. $51.41 will not change anyone’s life. But what it represents is much more important: rules still matter, enforcement matters, and ordinary workers need institutions powerful enough to stand between them and companies far larger than they are.Seeing this check brought back a lot of memories from my years doing delivery work. Sometimes a small piece of paper can make you think about a much bigger system.

u/FabulousCucumber3697 — 2 months ago
▲ 23 r/stamps

1945: Victory at Last — A Small Piece of History

I’ve had this U.S. WWII commemorative stamp sheet for many years. It was issued in 1995, marking the 50th anniversary of the end of World War II. The market value today is not especially high, but I think its historical value is much more interesting. The full sheet preserves a map, major events, battle scenes, surrender, liberation, and the return of soldiers home. What makes it meaningful to me is that it records two different moments at once: what happened in 1945, and how Americans in 1995 chose to remember 1945. Maybe a few hundred years from now, objects like this will be viewed less as ordinary stamps and more as small historical documents from our era. Sometimes the story behind a stamp is worth much more than the stamp itself.

u/FabulousCucumber3697 — 2 months ago
▲ 10 r/stamps

Three Leaders of Modern China Through Stamps

Sun Yat-sen — 孙中山 Chiang Kai-shek — 蒋介石 Mao Zedong — 毛泽东

u/FabulousCucumber3697 — 2 months ago
▲ 6 r/stamps

Four Dunhuang Murals on Chinese Stamps — 1953

In 1953, China issued a four-stamp set based on ancient Dunhuang murals, depicting a horse groom, musicians, combat scenes, and an ox cart from the Western Wei, Northern Zhou and Tang periods.

u/FabulousCucumber3697 — 2 months ago
▲ 24 r/stamps

China, 1950 — First Anniversary

China, 1950 — First Anniversary of the Founding of the People’s Republic, Northeast China issue. These stamps were specially issued for use in Northeast China, where a different currency system was still in circulation during the early transition period after 1949.

u/FabulousCucumber3697 — 2 months ago
▲ 1 r/stamps

《韩𤋮载夜宴图》The Night Revels of Han Xizai,

These five connected stamps reproduce The Night Revels of Han Xizai 韩𤋮载, one of the most famous surviving images of elite life in 10th-century China. The surviving scroll is a Song-dynasty copy of a work traditionally attributed to the Southern Tang court painter Gu Hongzhong, and is now preserved in the Palace Museum in Beijing. According to tradition, the painter was sent by the emperor to observe Han Xizai’s private nighttime banquets and record what he saw from memory.

u/FabulousCucumber3697 — 2 months ago
▲ 18 r/CX5

Replaced my CX-5 rear wheel arch molding myself — easier than I expected

My rear wheel arch molding came off a few days ago. The replacement arrived yesterday, so I installed it myself today. Took about 20 minutes. The tricky part was figuring out where to start. I found it much easier to start from the side near the rear door, with the door open, then work my way around the wheel arch. I broke a few plastic clips along the way, but luckily I had a box of replacement clips. Pretty satisfying little DIY repair and saved me a trip to the body shop.

u/FabulousCucumber3697 — 2 months ago
▲ 11 r/stamps

Rediscovering a piece of Hong Kong history

One page contains the last Hong Kong Queen Elizabeth II definitive stamps that I bought from Hongkong Post as a teenager. The other is a souvenir sheet commemorating the first Chief Executive of the Hong Kong SAR following the 1997 takeover.

u/FabulousCucumber3697 — 2 months ago
▲ 30 r/stamps

Rediscovered this souvenir sheet from my childhood collection after more than 30 years

I recently started organizing my childhood stamp album after more than 30 years. This is one of my favorite pieces—a Republic of China (Taiwan) souvenir sheet featuring Kublai Khan Hunting (“元世祖出獵圖”).I collected stamps as a child, mostly from Hong Kong, China, and overseas letters, along with sets I saved up to buy myself. Rediscovering this album has brought back many memories. I’m not looking to sell it—just wanted to share it with fellow collectors. Does anyone else here collect Chinese or Taiwanese art-themed stamps?

u/FabulousCucumber3697 — 2 months ago

NYC bonus more context on my real working hours and earnings before vs. after

I want to add more context to my previous post and share the detailed weekly statements, including my earnings before and after the NYC weekly bonus started.

One important point: the “Batch hours” shown by Instacart are NYC trip time, not my total working time.After completing a delivery, I often have to drive back toward a supermarket or shopping area that I know well before I can realistically take another batch. That return drive is often around 20–30 minutes. Not every batch requires a full return trip, but a significant amount of this repositioning time is not included in the batch hours shown by the app.

Before the weekly bonus:

June 15–21

  • 20 batches
  • 14 hr 51 min NYC trip time
  • $336.15 batch pay
  • $156.76 tips
  • $0 adjustment
  • $492.91 total

June 22–28

  • 30 batches
  • 29 hr 19 min NYC trip time
  • $589.24 batch pay
  • $285.92 tips
  • $61.44 NYC earnings adjustment
  • $936.60 total

Then the NYC weekly bonus started.

June 29–July 5

  • I only completed 1 batch that week
  • 1 hr 45 min NYC trip time
  • $36.42 batch pay
  • $10 tip
  • $44.36 NYC bonus
  • $93.28 total

Once I understood how significant the weekly bonus could be, I started doing much more Instacart work.

July 20–26

  • 41 batches
  • 39 hr 27 min NYC trip time
  • $818.87 batch pay
  • $278.60 tips
  • $54.83 NYC earnings adjustment
  • $1,288.91 NYC bonus
  • $2,441.21 total

July 27–August 2

  • 41 batches
  • 31 hr 58 min NYC trip time
  • $707.06 batch pay
  • $193.79 tips
  • $0.76 NYC earnings adjustment
  • $749.24 NYC bonus
  • $1,650.85 total

I’m sharing the detailed numbers because I want to be transparent about both sides. Yes, my real working time is higher than the “Batch hours” shown in the app because unpaid repositioning time exists. I also pay for my own gas, maintenance, insurance and vehicle depreciation.

But those same costs existed before the weekly bonus.What changed is that the NYC bonus made many orders economically worth accepting.

Before, I would often reject low-tip or no-tip orders because after shopping, delivery and driving back toward a useful shopping area, the pay simply wasn’t worth the time and vehicle expense. Now I’m much more willing to accept those orders and complete them quickly. To me, that is an important part of what this policy actually changes.

It doesn’t eliminate every unpaid minute or every expense of gig work. But it makes more ordinary orders worth doing, gives experienced shoppers a reason to stay active on the platform, and provides a much more stable income than I had before.I’m posting the actual weekly statements so people can look at the numbers and make their own conclusions.

u/FabulousCucumber3697 — 2 months ago

NYC’s new pay rules have given me a more dignified life as a gig worker

I’m genuinely grateful to New York City and New York State for taking steps to protect gig workers. As someone with hearing loss, finding work that offers both flexibility and a fair income is especially meaningful to me. Gig work allows me to support myself while working in a way that fits my circumstances.

Before these changes, it was difficult to earn a stable income even after staying online for long hours. Since the new NYC pay system and weekly bonus started, my earnings have improved significantly. I can now cover gas, vehicle maintenance, daily expenses, and still have money left to save and invest.

This is what a fair and dignified income means to me. Gig workers still work hard, use our own cars, pay our own expenses, and deal with a lot of uncertainty. These protections have made the work more sustainable and have given workers like me greater financial security and dignity.

Thank you to the city and state officials who supported these changes. They have made a real difference in my life.

u/FabulousCucumber3697 — 2 months ago

《洋葱皮》

那些看似没用的自由,保护了真正有用的思想 文 / 金秀俊 美国客故事集 · 言论空间篇

我最近把小红书删了!

不是因为我在那里讲了什么惊天动地的大事,也不是因为我非要发表什么高深理论。其实一开始只是分享生活、股票、音乐、个人经历,都是普通人日常会聊的东西。

结果发着发着,就开始遇到警告、限权、审核、限制曝光,最后还要求实名验证、上传证件。那一刻我突然觉得没意思了。 一个普通人,分享一点生活经验,写一点自己的观察,还要先想半天:这句话能不能说?这个词会不会触发?这张图会不会被限?这个标题会不会被判违规?

不是我怕,是我觉得,人如果长期这样说话,最后连脑子都会跟着变形。 这十几年中文互联网慢慢形成了一种很奇怪的语言系统。

中国不能正常写,变成了“东大”。 钱不能好好说,变成了“米”。 国家、政治、经济、社会问题,很多都不能明讲,于是变成“兔子”“鹰酱”“懂的都懂”“不展开说”。 一开始看,好像是网友幽默,大家玩梗,挺有创造力。但我看了十多年,越来越觉得不是那么回事。

当一个社会里,普通词语都要换个皮才能讲出来,这就不是语言幽默了,而是言论空间本身出了问题。 一个人如果长期不能正常使用正常词语,他表面还在表达,实际已经开始自我审查。 一句话还没出口,脑子里先跑一遍审核系统。

这个字能不能写?这个词要不要换?这句话是不是太直?这段内容会不会给账号带来麻烦?久而久之,人就不是在自由表达,而是在训练自己如何绕开表达。

我后来想到:言论空间像洋葱。 洋葱外面有几层干皮,粗糙,难看,不能吃,好像没什么用。真正能吃的是里面白色那部分。但问题是,如果没有外面那几层不能吃的皮,里面白色能吃的部分很快就会坏掉。

言论自由也是这样,很多人只看见美国社会表面很乱。有人开总统玩笑,有人公开骂 Biden,有人公开骂 Trump,黄毛,有人讨论同性议题,有人讨论大麻,有人拍脱口秀讽刺政府、宗教、警察、资本家、大学、媒体。 有些话确实粗俗,有些内容确实没营养,有些争吵看起来也很无聊,但这些东西不是没有意义,它们就是洋葱最外面的皮。

这些看似没用、低级、吵闹、甚至让人不舒服的表达自由,实际上把整个言论空间撑开了。正因为外层足够宽,里面真正有价值的东西才有地方存在。

你才能继续谈历史,谈战争、制度、产业链、科技路线、资本结构、移民经验, 谈普通人怎么在时代里活下去。

或许很多人会问:骂总统有什么用?开政治玩笑有什么用? 同性议题、大麻议题、脱口秀讽刺有什么用? 网上那些乱七八糟的争吵有什么用?

我的理解是:它们本身未必有用,但它们保护了有用的东西。就像洋葱皮不能吃,但它保护了里面能吃的白肉。 一个社会如果连外层这些“无用表达”都不允许,那里面真正有思想价值的讨论,也迟早保不住。言论空间不能只看能不能发表高深文章,也不能只看能不能讲漂亮话。

这个地方能不能容忍普通人开玩笑? 能不能容忍人吐槽?能不能容忍人骂几句? 能不能容忍不高级、不正确、不好听、不讨喜的话?

因为思想不是一开始就穿西装打领带走出来的。很多真正有价值的想法,最开始就是从吐槽、玩笑、不满、牢骚、闲聊里面长出来的。如果这些外层全被剥掉,里面自然也长不出什么东西。

这就是我说的言论空间洋葱理论。 外层看似不能吃,实际保护了里面能吃的。 外层看似无用,实际保护了真正有用的思想。 外层看似混乱,实际保护了内层的严肃讨论。

我删小红书,不是因为我觉得自己多重要,也不是因为我有什么必须发表的大道理。只是人到了一定年纪,经历多了,看平台多了,看社会多了,会慢慢发现一些东西。

有些地方不是你不会说话,而是你说话之前已经被迫先给自己戴了口罩。 有些平台不是不能发内容,而是只能发被削过皮、去过骨、磨平棱角的内容。

你可以晒美食,可以晒穿搭,可以晒旅游,可以写情绪价值,可以说一些安全的漂亮话。但你如果想把自己的真实观察写出来,想讲一点社会运行逻辑,想讲一点制度、产业、历史、人性,就会慢慢感觉到那层看不见的墙。

十多年前,我可能还只是觉得某些词不能说,某些话题要避开。现在回头看,其实那不是几个词的问题,那是整颗洋葱的外皮正在一层层被剥掉。

而很多人还以为,外皮本来就不能吃,剥掉也没关系。可问题是,外皮没了,里面也保不住。一个社会允许多少“看似无用的表达”,往往决定了它能不能保护真正有用的思想。

这就是我这十几年慢慢观察出来的东西,不是理论书上看来的。是从平台审核、网络暗语、生活经验、美国社会、中国互联网,以及普通人说话时那种越来越小心的状态里,看出来的。 很操蛋的遗憾!

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u/FabulousCucumber3697 — 5 months ago

AI didn’t just make me more productive. It helped me and an old gig-worker friend believe we could still learn.

About ten years ago, I met a group of people through gig work.

At the beginning, there were almost ten of us in a small chat group. We didn’t really know each other that well, so everyone was careful with their words. It was not a close friendship at first. Just people doing similar work, sharing some thoughts, complaining a little, helping each other here and there.

Over the years, most people slowly disappeared from the group.

Now only three of us are still there.

One of them, I’ll call him “Nameless Fire,” became someone I often encouraged, and he also encouraged me back. It was never anything dramatic. Just small words. Small support. Small reminders that maybe we were not done growing yet.

When I started making some money from investing in U.S. stocks, I told him that maybe ordinary people like us should also learn about the market. Not gamble, not chase every hot thing, but really learn. There might be a chance to grow our lives a little bit if we were willing to study.

Then AI came along.

At first, we were just curious. But the more we used it, the more we realized something strange: ordinary people suddenly had access to a kind of learning power we never had before.

I started using AI to write songs, articles, scripts, and turn old memories into creative work. He went even further. He actually built a small stock-trading app by himself. That really hit me! Most ordinary people may not be ordinary because they lack talent. Maybe many of them just never had enough encouragement. Every new idea gets called childish. Every attempt gets laughed at. Every failure becomes proof that they should stop trying.

After a while, people stop before they even begin.But if there are one or two people around you who don’t laugh at your small fire, who instead say, “This idea is not bad, keep going,” something can change.

AI is powerful, yes. It is a tool, a ladder, maybe even a light.But sometimes the thing that makes a person start climbing is not the tool itself. It is one person beside them saying: “You can try.” I think a lot of people don’t need a crowd cheering for them. They just need one small group where their fire is not put out.

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u/FabulousCucumber3697 — 5 months ago