Anthropic pays $750,000 a year for engineers who can build LLM architectures from scratch. Stanford taught the entire thing in 1 hour lecture & released it for free.
Bookmark & watch this today before someone takes it down.
1:29:03
Community note
The video is Lecture 3 on architectures and hyperparameters from Stanford's 19-lecture CS336 course "Language Modeling from Scratch," which covers the full process including data, training, and evaluation; one lecture does not teach building LLMs from scratch. youtube.com/watch?v=ptFiH_…stanford-cs336.github.io/spring2025/
A researcher turned $100,000 into $182,761 with an 83% return using Neural Networks & Hidden Markov Models on real markets. And published the exact framework for free.
Bookmark this & study it, then read the complete breakdown in the article below before someone takes it down.
Anthropic pays $750,000 a year for engineers who can train LLMs to do exactly what your prompt says. Stanford broke down the exact technique behind it & released it for free.
Bookmark & give it 1 hour today before someone takes it down.
This 1 hour Stanford lecture on Markov Decision Processes will teach you more about the math behind systematic trading decisions than a 3 month internship at Jane Street or JPMorgan.
Bookmark & replace one movie today with this lecture, then read the complete article below.
In the first tranche of government UFO files, video PR38 looks the most visually interesting, but the shape was determined to be a camera artifact in the Metabunk investigation two years ago. Diffraction spikes, a bit like Gimbal's, but different camera.
metabunk.org/threads/the-cha…
UFO spotted on NASA Apollo 12 Mission 1969
This is the First of the UFO files release
This archival photograph depicts the lunar surface as viewed from the landing site of Apollo 12. This image features a highlighted area of interest slightly to the right of the vertical axis of the frame, above the horizon, in which unidentified phenomena are visible.
"Today at the airport, I witnessed a moment I'll never forget. A soldier was asleep on the floor while her loyal dog sat on her, guarding her without moving. It was such a powerful scene, it truly brought tears to my eyes" ❤️
A professor at MIT spent his life studying uncertainty.
Near the end, he compressed everything into a single one-hour lecture.
No buzzwords. No heavy theory.
Just a clear explanation of how prediction really works.
Not long after, he was gone.
This is that talk.
The idea at its core is simple but powerful:
prediction isn’t about being certain
it’s about understanding probabilities
Most people will scroll past it.
A few will see it and start thinking differently.
Save it.