obsidian

我是一名智力低下的学生，我想学习一下这篇论文，请用傻子都能懂的语言详细给我讲一下这篇文章怎么做的，特别是模型和实证方面

[zeynep🧬 @dgrszlzynp]

Bir Kalp doktoru itiraf etti:

“Kalp krizi geçirmeyen 3 tip insan vardır.”

1. Sabah 3’te tuvalete gitmeyenler

[To be, or not to be @not_2b_or_2b]

“科学的力量太强大了。”

[❖ ken｜旅するデザイナー @ken_tbdz]

プロンプト：
アップロードした各写真を、写真ごとに1枚の独立した高級アートポスターにしてください。複数写真のコラージュにはしないでください。

全体は3:4の縦長で、上下を厳密に50:50で分割します。

上半分は元写真を忠実に使用し、被写体、地形、建築、質感、光、色、位置関係を変えず、建築雑誌や写真展のような繊細な調色と、ごく薄いフィルムグレインのみ加えてください。必要に応じて空や周辺環境は自然に拡張できますが、主体を歪曲・移動・変更しないでください。

下半分は温かいアイボリーの紙背景に、同じ風景を「建築コラージュ＋シルクスクリーン＋設計図」のように再構成してください。単純な幾何学イラストにはせず、写真から抽出した地形、建物、植物、道、段差などを、半透明の色面、重なった矩形、細い製図線、部分的に残した写真の質感で表現します。下端は、淡い縦長の断片や細線が下方向へ溶けていくような余韻を持たせてください。

配色は写真から抽出した深いグリーン、ブルーグリーン、オリーブ、セージ、チャコールを中心に、特徴的な色を1か所だけアクセントとして残します。

下半分の左上に、写真を表す2〜3語の英語タイトルを、文字間を広く取った繊細なセリフ体で配置してください。その下に番号（例：No. 01）」、右上に西暦を小さく配置します。

国際的な建築事務所、現代美術展、上質な旅行雑誌のような、静謐で土地性のあるデザインにしてください。単純な山のロゴ、味気ないフラットイラスト、汎用的な風景、子ども向け、3D、サイバー表現、安価なテンプレート感、不要な文章やロゴは避けてください。

[Roland.W @rwayne]

原来大佬是这样解决拖延的

[Hasan Toor @hasantoxr]

Fine-tuning your own LLM is now dead simple

Everyone keeps telling me they'd love to train a custom model but it's too much of a pain. It isn't anymore.

Just found this tool called Soup. One YAML config. One command. Done.

No SSH. No infra hell. No fighting with batch sizes for 4 hours. Auto everything.

Here's the whole setup:

1. pip install 'soup-cli[train]'
2. soup init --template chat
3. soup train
4. soup chat --model ./output

That's it. You now have your own fine-tuned model.

7B on 8GB VRAM. 14B on 16GB. 70B if you have a serious rig.

Templates ready to go for chat, code, tool-calling, medical, reasoning, vision, RLHF, and about a dozen more.

Export it as GGUF, run it in Ollama, push it to HuggingFace, whatever you want.

If you're building anything AI in 2026 and still using someone else's base model as-is, you're leaving 90% of the value on the table.

Train your own. Own the weights. Ship the product.

https://t.co/RxjK6gyWnY

[Vincent @Vincent_AINotes]

为什么有些人愿意把自己一点点摸索出来的经验，毫无保留地分享给别人？

[黄赟 @huangyun_122]

哈哈，终于找到同城上门，返85Gate,催亲这些机器人的克星了，只要打开认证账户就可以了，赞。这下应该清净了

[章工 @435hz]

最赚钱的行业，每隔几年就洗一次牌。
下一波钱，永远属于拿新工具重做老生意的人。

[MAX @maxxmalist]

it's insane what seedance 2.5 is capable of

here's another example

full prompt:

CAMERA: Handheld DV 16mm daily vlog footage. The video MUST begin with her holding the camera at arm's length in selfie mode while stepping outside her apartment building with her dog. The first 20–30 seconds are entirely handheld. Later she occasionally places the camera on a park bench, low stone wall, picnic table, or the ground for wider shots. Keep subtle handheld shake, drifting composition, autofocus hunting, rushed reframing, uneven zooms, exposure breathing, brief accidental face cropping, and imperfect framing throughout. The camera itself is never visible.

LOOK: Warm analog tape texture with gentle film grain, slightly softened sharpness, subtle halation around sunlight, realistic skin tones, low contrast, tiny exposure shifts, and natural motion blur. It should feel like authentic footage from someone's everyday life rather than a polished commercial.

STYLE: A relaxed morning lifestyle vlog. Quiet, cozy, and spontaneous. She occasionally laughs at her dog, pauses to look around, adjusts the leash, brushes hair away from her face, and speaks naturally in short sentences with comfortable pauses.

CHARACTER: EMMA — a beautiful white woman in her mid-20s. Long light brown hair in a messy ponytail, green eyes, minimal makeup, oversized gray hoodie, black biker shorts, white sneakers, and a small crossbody bag. She is walking a happy golden retriever.

SETTING: A peaceful suburban neighborhood on a sunny morning. Tree-lined sidewalks, quiet residential streets, birds singing, a small park with benches, green grass, and soft golden morning light. Very few people are around.

SCENES:

The vlog opens in selfie mode. Emma holds the camera while leaving her apartment building with the golden retriever excitedly pulling on the leash.
"Good morning."
She smiles.
"Someone couldn't wait."
The dog eagerly sniffs everything as they walk down the sidewalk.
She laughs quietly.
"He has to inspect every single tree."
Still holding the camera, she walks into a small neighborhood park.
The dog suddenly stops and stares at a squirrel.
"Oh... there we go."
She smiles and gently shakes her head.
She places the camera on a nearby bench for a wider angle while throwing a tennis ball.
The dog happily chases after it.
"Worth waking up early."
She picks the camera back up.
Walking slowly through the park, she looks up at the trees for a moment.
"It's actually really peaceful out here."
The dog returns with the ball but drops it halfway.
She laughs.
"Close enough."
She sits on the bench while the dog lies beside her.
She scratches behind his ears.
"I think he's happier than I am."
She stands up and continues walking.
The camera stays in selfie mode as they head toward home.
"Coffee is definitely next."
She smiles into the lens.
"See you later."
She gives a small wave and ends the recording.

[Jota. @jota_snchez]

Shi Heng Yi es maestro Shaolin de 35ª generación y lleva 30 años entrenando la mente y el cuerpo.

Reveló los 5 obstáculos que te impiden avanzar en la vida.

1) Deseo sensual: persigues lo que te da placer y pierdes el camino.

[泉水 @zgjncw2024]

这个大叔真是研究透了顾客的占便宜心理。

[🧬Maxpein🧬 @maximumpain333]

I don't care about what you want. I care about what you repeat.
Because your brain does not run on intention.

It runs on repetition.

Every thought you keep returning to, your brain treats as a signal. And the more you send that signal, the stronger and faster that neural pathway becomes.

Here is the science behind it.

When you repeatedly activate a neural pathway, your brain wraps a fatty substance called myelin around it. Think of it like insulation around an electrical wire. The more myelin, the faster the signal travels. The faster the signal travels, the more automatic that thought or behavior becomes.

This is Hebb's Law.

Neurons that fire together, wire together.
And here is the part most people miss.
Your brain does not care what you are reinforcing. It does not filter for good or bad. It just responds to what you keep repeating.

Repeat confidence. Your brain builds it.
Repeat self-doubt. Your brain builds that too.

The same biological process that wires in focus, discipline, and certainty is the exact same one wiring in anxiety, fear, and limitation.

You are not wired a certain way forever.
You are wired for whatever you keep practicing.

So stop asking what you want to change.
Start asking what you are willing to repeat.

✨🙌🏾💫

[Rainman @0xdeusyu]

哈佛大学发展心理学家罗伯特·凯根（Robert Kegan）研究了一辈子成年人的心智发展，他给“成长”下的定义就是这一句话：让曾经的主体，变成客体 [8]。婴儿被冲动支配，孩子把冲动拿在手里，学会了等待；少年被别人的眼光支配，成年人把别人的眼光拿在手里，学会了取舍。人的每一次成熟，都是一次「主体—客体转化（Subject–Object Shift）」。

[Warren English @TheWarEnglish]

P.S. If your energy crashes before the workday is over, grab my free Energy Guide for the system I use to rebuild all-day output.

Free: https://t.co/3iV5CkSwh6

[M. @wlzh]

🧠 2026年菲尔兹奖四位得主，三人公开宣布：不转AI。

说实话，我第一反应是——这帮人是真硬核，还是真头铁？

先别急着下结论，这事比表面有意思得多。

你想啊，菲尔兹奖是什么概念？数学界的天花板，每四年发一次，每次就四个人，拿了这个奖基本等于"你这辈子在数学领域的成就已经被封神了"。

但这三位封神的人物，同时说了一句更炸裂的话——我们认为自己的工作很快会被AGI自动化掉。

注意这个矛盾：他们承认AI会取代自己，但拒绝加入AI。

为什么？SemiAnalysis引用了Dijkstra的一句话来解释，这句话我反复读了好几遍，越读越觉得毒辣：

"编程是应用数学中最难的领域之一，所以较弱的数学家最好保持纯数学。"

翻译成人话就是：能搞纯数学的人，去搞应用数学（编程/AI）反而是降维。与其跑去做一个"可能被自己造出来的东西淘汰"的领域，不如守住你真正不可替代的位置。

这事拆开看，至少有三层认知暴击：

1️⃣ "不转型"本身就是一种战略选择

我们这代人被灌输的逻辑是——风口来了你必须上车。AI火了，所有人都往里冲，搞NLP的搞NLP，搞CV的搞CV，连做金融的、做法律的都在想"我怎么沾点AI"。但这三位菲尔兹奖得主告诉你：真正的稀缺性，恰恰在于不被浪潮卷走。

当一个领域所有人都在涌入时，留在原地的人反而成了最贵的。

2️⃣ 他们比谁都清楚AGI的边界

注意，这三位不是"不懂AI所以恐惧AI"的老古董。菲尔兹奖得主的数学能力，是AI模型本身的根基——transformer的attention机制，本质就是函数逼近和矩阵运算。他们比99%的AI从业者更理解这些模型的数学本质。

所以当他们说"我们的工作会被AGI自动化"时，这不是悲观，这是最顶级的内行做出的判断。而他们依然选择留在纯数学——这说明什么？

说明他们判断：即使AGI能自动化数学研究，纯数学里仍然有最难以被机器独立攻破的东西——提出问题的能力，以及对数学之美的直觉。

3️⃣ Dijkstra这段话藏着一个更狠的洞察

"较弱的数学家最好保持纯数学"——这话听起来反直觉对吧？弱的反而该做更难的？

但仔细想想就通了：应用数学（编程/AI工程）的本质是用已有工具解决实际问题，拼的是工程能力、团队协作、迭代速度。而纯数学拼的是原创性的抽象思维，这个东西没有捷径，没有框架可以套，没有GitHub可以抄。

Dijkstra的意思是：如果你是真正的数学天才，去写代码反而是浪费——因为代码终将被AI写出来，但那个只有你能想出来的数学结构，AI再强也未必碰得到。

对普通人意味着什么？

• 别盲目追风口。 AI确实在改变一切，但不是所有人都要"转AI"。你真正的护城河，往往是你已经深耕十年、别人难以复制的那个领域。

• 稀缺性的本质在变化。 以前"会用AI"是稀缺技能，现在人人都会用prompt。未来的稀缺性会回到最古老的东西上——提出好问题的能力、独立思考的能力、对某个领域的深度直觉。

• AGI时代最值钱的人，可能是那些"拒绝被自动化"的人。 不是因为他们抗拒技术，而是因为他们守住了机器够不到的那条线。

这三位菲尔兹奖得主的选择，在我看来是2026年最有认知价值的一个信号——当最强的AI从业者（数学家）选择不成为AI从业者时，他们其实在告诉你：人类最值钱的东西到底是什么。 🎯

[铁手 @0427SMtieshou]

王虹夸导师拉里古斯句句戳心。
第一，耐心到没脾气。你噼里啪啦说一堆碎片，他不打断、不翻白眼，硬是等你倒腾明白。聊着聊着，你自己就理清了。
第二，不硬掰，顺着你走偏的思路往下捋，专挑逻辑窟窿，让你自己补，慢慢把你逼出独立科研的脑子，这招绝。
第三，专治学术焦虑，不急不躁，让你觉得犯错正常。说白了，好导师就是比你还能忍，忍你的乱，忍你的慢，最后把你忍成个明白人。

[沫柠🍥 @Moningmeng]

被这四个缠上算是完了

[五岳散人 @wuyuesanren]

生活里最烦人的不是大事儿，虽然解决起来麻烦、但有理路可循，解决不了，摆烂也是个选择

烦人的是躲不开的各种小事儿，花样百出、没有理路可循，还不好为这点儿小事儿摆烂

大量的精力其实消耗在这种事情里

[KK.aWSB @KKaWSB]

新事物=已有积木+新积木，你只能拼够得着的。这块积木最终拼成什么，你现在算不出来，先造出来扔进真实世界，让反馈替你照亮方向。

攒一百个没做的点子=0，只有真做出东西，世界才给反馈。

[Vicky Verma @Unexplained2020]

This mysterious inventor named Itzhak Bentov, whose ideas on consciousness were later used by the CIA’s Gateway Project, claimed that we do not “have” a soul; instead, the soul has us.

Bentov said everything vibrates, atoms, molecules, sound, light, even gravity, and reality is built from these vibrating patterns of harmony and disharmony.

He thought that for tiny moments, when vibrations cancel out to zero (a node), our reality “switches” into a higher, more refined state, briefly connecting us to a deeper level of existence.

His ideas became the scientific base for the U.S. Army/CIA Gateway Process report written by Lt. Col. Wayne McDonnell in 1983.

Bentov’s model suggested that the body and mind can be “tuned” like an instrument using meditation, biofeedback, hypnosis, or Kundalini yoga, leading to altered states, out-of-body experiences, and expanded awareness.

In his book “Stalking the Wild Pendulum,” he argued that consciousness is not created by the brain but is a fundamental part of the universe, like energy or matter.

He compared the brain to a radio: it doesn’t make the broadcast, it just tunes into an already existing field of consciousness around us.

Bentov claimed we don’t “have” a soul; instead, the soul has us: the soul is eternal, the body is temporary, like a car that the soul uses to gather experience over many lifetimes.

On the physical level, people look separate, but on higher levels, soul, higher self, spiritual level, our energies overlap more and more.

At the highest level, everything and everyone is connected everywhere at once; he said we are all slowly evolving toward a god-like, all-aware state, and the universe itself “wants” us to learn and become more conscious.

Bentov believed even atoms have a tiny bit of consciousness, and as life becomes more complex, awareness increases, though we still sense only a narrow band of reality.