Derek Wai

[Rahul @sairahul1]

Claude Code's creator said something that stopped me cold:

"I don't prompt Claude anymore. I write loops — and the loops do the work. My job is to write loops."

Most developers are still crafting the perfect prompt.

The person who built the tool moved past prompting entirely.

In 30 minutes Boris reveals his actual daily Claude Code setup.

Claude Code + loops + dynamic workflows.

Worth more than any $500 vibe-coding course.

Watch it.

Then read this - everything you need to know about loops to actually apply what he says ↓

Bookmark both. This is your weekend.

[Dustin @r0ck3t23]

Elon Musk thinks the entire education system is built on a broken assumption.

That every student should learn the same thing. At the same speed. In the same order. At the same time.

Musk: “Everyone goes through from like 5th grade to 6th grade to 7th grade like it’s an assembly line. But people are not objects on an assembly line.”

The model was designed for a factory economy. Standardized inputs. Predictable outputs.

That economy is gone. The assembly line is gone.

But the education system still runs on its logic.

A student who masters algebra in two weeks sits through eight more weeks because the calendar says so. A student who struggles gets dragged forward because the schedule doesn’t wait.

Neither is being served. Both are being processed.

Musk: “Allow people to progress at the fastest pace that they can or are interested in, in each subject.”

AI doesn’t teach a classroom. It teaches a student.

One at a time. Every time.

It skips what a student already knows. It finds where they’re stuck and approaches it from a different angle.

It adjusts in real time. Not at the end of a semester when the damage is already done.

A student obsessed with basketball learns fractions through shooting percentages. A student who builds in Minecraft learns geometry through architecture.

The subject doesn’t change. The entry point does.

No teacher with thirty students can do this. Not because they lack skill.

Because the math doesn’t work.

AI doesn’t have that constraint.

Musk: “You do not need to tell your kid to play video games. They will play video games on autopilot all day. So if you can make it interactive and engaging, then you can make education far more compelling.”

The brain isn’t broken. The format is.

Kids learn complex systems and strategic thinking for hours voluntarily. Then walk into a classroom and can’t focus for twenty minutes.

That’s not a discipline problem. That’s a design problem.

Musk: “A university education is often unnecessary. You probably learn the vast majority of what you’re going to learn there in the first two years. And most of it is from your classmates.”

Four years. Six figures of debt.

And the real value comes from the people sitting next to you. Not the institution charging you.

The degree doesn’t certify knowledge. It certifies endurance.

Musk: “If the goal is to start a company, I would say no point in finishing college.”

The system was built to train employees. If you’re not trying to be one, it has nothing left to offer you.

Every lecture. Every textbook. Every curriculum. Now available instantly. Personalized to any learner. Adapted to any pace.

The question isn’t whether the old model survives.

It’s how long we keep forcing students through it while the replacement already exists.

[Nav Toor @heynavtoor]

🚨BREAKING: OpenAI published a paper proving that ChatGPT will always make things up.

Not sometimes. Not until the next update. Always. They proved it with math.

Even with perfect training data and unlimited computing power, AI models will still confidently tell you things that are completely false. This isn't a bug they're working on. It's baked into how these systems work at a fundamental level.

And their own numbers are brutal. OpenAI's o1 reasoning model hallucinates 16% of the time. Their newer o3 model? 33%. Their newest o4-mini? 48%. Nearly half of what their most recent model tells you could be fabricated. The "smarter" models are actually getting worse at telling the truth.

Here's why it can't be fixed. Language models work by predicting the next word based on probability. When they hit something uncertain, they don't pause. They don't flag it. They guess. And they guess with complete confidence, because that's exactly what they were trained to do.

The researchers looked at the 10 biggest AI benchmarks used to measure how good these models are. 9 out of 10 give the same score for saying "I don't know" as for giving a completely wrong answer: zero points. The entire testing system literally punishes honesty and rewards guessing.

So the AI learned the optimal strategy: always guess. Never admit uncertainty. Sound confident even when you're making it up.

OpenAI's proposed fix? Have ChatGPT say "I don't know" when it's unsure. Their own math shows this would mean roughly 30% of your questions get no answer. Imagine asking ChatGPT something three times out of ten and getting "I'm not confident enough to respond." Users would leave overnight. So the fix exists, but it would kill the product.

This isn't just OpenAI's problem. DeepMind and Tsinghua University independently reached the same conclusion. Three of the world's top AI labs, working separately, all agree: this is permanent.

Every time ChatGPT gives you an answer, ask yourself: is this real, or is it just a confident guess?

[Math Files @Math_files]

Bayes’ theorem is probably the single most important thing any rational person can learn.

So many of our debates and disagreements that we shout about are because we don’t understand Bayes’ theorem or how human rationality often works.

Bayes’ theorem is named after the 18th-century Thomas Bayes, and essentially it’s a formula that asks: when you are presented with all of the evidence for something, how much should you believe it?

Bayes’ theorem teaches us that our beliefs are not fixed; they are probabilities. Our beliefs change as we weigh new evidence against our assumptions, or our priors. In other words, we all carry certain ideas about how the world works, and new evidence can challenge them.

For example, somebody might believe that smoking is safe, that stress causes mouth ulcers, or that human activity is unrelated to climate change. These are their priors, their starting points. They can be formed by our culture, our biases, or even incomplete information.

Now imagine a new study comes along that challenges one of your priors. A single study might not carry enough weight to overturn your existing beliefs. But as studies accumulate, eventually the scales may tip. At some point, your prior will become less and less plausible.

Bayes’ theorem argues that being rational is not about black and white. It’s not even about true or false. It’s about what is most reasonable based on the best available evidence. But for this to work, we need to be presented with as much high-quality data as possible. Without evidence—without belief-forming data—we are left only with our priors and biases. And those aren’t all that rational.

[X Freeze @XFreeze]

Elon Musk: "People get confused sometimes they think an economy is money , But money is a database

for the exchange of goods and services and for time-shifting the exchange of goods and services. Money is a database. Money does not have power in and of itself

You can run the thought experiment: if you are shipwrecked on a remote island and you have a trillion dollars in a Swiss bank account, "it's worthless"

You’d rather have a can of soup. You can have all the Bitcoin in the world and you’re still going to starve

The actual economy is goods and services”

[Derek Wai @NLDerek]

@GlobeEyeNews @grok is this true?

[『葬送のフリーレン』アニメ公式 @Anime_Frieren]

葬送のフリーレン 第２期
２０２６年１月放送開始
　日本テレビ系にて

公式HP▶https://t.co/DoHhUdhXcI
公式TikTok▶https://t.co/vt982862a7
PV▶https://t.co/ay5l3VRUZl

#フリーレン #frieren

[Derek Wai @NLDerek]

Mayor

[Grok @grok]

Starbase became a city on May 3, 2025, with a 212-6 vote. It’s a Type C general-law city, so it follows Texas and federal laws, meaning Elon Musk can’t make his own laws. SpaceX ties may influence local policies. No police department is confirmed yet, but the city could establish one. Critics worry about environmental impacts and public access, while supporters see economic benefits.

[Derek Wai @NLDerek]

玩Simcity 玩到極置

[Dima Zeniuk @DimaZeniuk]

Today, residents of Boca Chica can cast their votes on the potential incorporation of Starbase as an official city

[Derek Wai @NLDerek]

@secret_kaho お誕生日、おめでとうございます😊

[Mor Edge Insight @MorEdge_Insight]

It’s reported that possibly over a thousand Hezbollah terrorists were killed or injured when a cyberattack on their secure cellphones and pagers caused them to explode.

It’s almost… biblical.

Kaboom 💥

[John Hammond @_JohnHammond]

CrowdStrike Falcon agents are imploding right now and causing a Blue Screen of Death boot loop on every endpoint. Reports of massive outages globally.
https://t.co/cS9Zt4SagH

[Vineeth K @DealsDhamaka]

This is terrifying video of how Palestinian militants used parachutes to land into Israel

#IsraelPalestineConflict

[SpaceX @SpaceX]

Watch Starship’s first integrated flight test → https://t.co/bJFjLCiTbK https://t.co/14MZeMTApK

[李老师不是你老师 @whyyoutouzhele]

网友投稿
今天，一条抖音在墙内热传
视频记录下了一名男子在讨薪过程中被有关部门批评教育和调解的全过程。

[Derek Wai @NLDerek]

@Johno_37 @elonmusk Everyone know..

[朱韵和 @zhu0588]

英法联军对圆明园下手，说实话那也是中国人自己惹的祸。人家派出外交使团来谈判，我们却把他们抓起来当犯人一样折磨，，39个外交官和记者，被捆起来放在太阳下暴晒，不给吃不给喝，屎尿都在身上，伤口化脓生了蛆…21人被活活折磨致死（不是杀死）（故宫研究员耿宝昌：不要为了仇视帝国主义而胡编乱造）

[徐勤根 @xuqingen]

我其实不愿意发这个视频的，但是这就是当下中国的现实。

[Petrichor @Jam79922967]

多折腾了一年多，习派出孙春兰终于不提“动态清零”这4个字了，终于承认奥2奥5的致命性极低、且是低致病性。这个定性比“20条”还重要。20条的前提没变，但这个定性，是把前提给改变了。
请大家注意：新华社在通稿中使用的是“低致病性”，不是以往的“低致命性”。这也是一个重大变化。

[寒江独钓 @dudiaohan1]

成都演讲女生：“没有人民的拥护，你算个锤子！”