Rueben James

•Executive Validator @bixxville | Off Hrs @benjobixx |

[Khairallah AL-Awady @eng_khairallah1]

Anthropic engineer:

"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."

this is one of the best workflows I've seen in a long time

in this video she breaks down exactly how most people are using Claude:

- the 14% you lose to CLAUDE.md before typing a word
- the plugins that 95% of users have never installed
- the workflows that run without you typing a single prompt
- why typing one prompt and closing the tab is leaving 90% on the table

if you've been using Claude for months and still start every session from scratch, you have at least 28 untouched features. probably 30

instead of another show tonight, watch this

make sure to bookmark it before it gets lost in your feed

full guide in the article below

[Alex Lieberman @businessbarista]

Day 1: What is a Software Factory?

https://t.co/yiqgq7jyg2

[Curiosity @CuriosityonX]

🚨: The 2026 “Super El Niño” is projected to be the strongest in 150 years

[New York Post @nypost]

Disney cruise ship staffers among 28 arrested in massive child porn operation https://t.co/syY3rRMsNf

[Rand @rand_longevity]

400 days from now, nobody will be waking up for work or school

[Eric Daugherty @EricLDaugh]

🚨 NOW: El Salvadorans are boasting that President Nayib Bukele has turned his once-violent country into the OPPOSITE of EUROPE — instead of rampant gangs and no go zones, the people are safe and THRIVING

-98% in homicides

Incredible what ruling with an iron fist over crime can do! 🇺🇸🇸🇻

Bravo, @NayibBukele! A model for Latin America. EUROPE should take notes!

📽️ @JorgeManzaSV

[0xMarioNawfal @RoundtableSpace]

ANTHROPIC PAYS $750K FOR LLM ENGINEERS AND STANFORD TAUGHT IT FOR FREE IN 1 HOUR

[Atal @ZabihullahAtal]

🚨 This guy literally built an ENTIRE operating system with Claude Code

now he’s showing exactly how he did it.

he dropped a 2+ hour masterclass and broke down the frameworks behind it, shared a free GitHub repo so you can start immediately: (save this)

[CyrilXBT @cyrilXBT]

STANFORD JUST PUT ITS ENTIRE ARTIFICIAL INTELLIGENCE CURRICULUM ON YOUTUBE FOR FREE.

CS221.

The same course that produced engineers now running AI labs, building frontier models, and getting paid $500,000 a year at the companies everyone is trying to work for.

Most people have never heard of it.

The ones who have are not telling you about it.

Here is what the course actually covers:

Search algorithms. The mathematical foundation behind every AI that finds optimal solutions in complex environments.

Constraint satisfaction. How AI reasons through problems with thousands of interdependent variables simultaneously.

Markov decision processes. The probabilistic framework behind every AI agent that makes sequential decisions under uncertainty.

Machine learning from first principles. Not how to use sklearn. How the math actually works underneath it.

Neural networks. Built from the ground up before jumping to applications.

Logic and knowledge representation. How AI systems reason about the world formally.

Natural language processing. The foundation of everything happening in LLMs right now.

Robotics and computer vision. How AI perceives and acts in physical environments.

Every concept that powers every AI product you use daily is in this curriculum.

Not a surface level overview.

The actual mathematics. The actual algorithms. The actual reasoning.

This is what separates engineers who build AI from operators who use it.

Stanford charged $60,000 a year for students to sit in this classroom.

They put the whole thing on YouTube.

Bookmark this before you open any other AI resource today.

Follow @cyrilXBT for more elite resources that build real depth the moment they drop.

[Roan @RohOnChain]

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.

[Really American 🇺🇸 @ReallyAmerican1]

A new CNN investigation reveals that Trump and Hegseth have hid from the public how badly U.S. military sites in the Middle East have been damaged by Iran.

These new images are disturbing.

[Manisha Mishra @manishamishra24]

Instead of watching an hour of Netflix, watch this 2 hour hour Stanford lecture will teach you more about how LLMs like ChatGPT and Claude are built than most people working at top AI companies learn in their entire careers.

[Cosmic Stanza @CatsandDogsmem]

@cryptorover John McAfee said this since 2018. I think the reporter is right. Satoshi is Adam Back

[Financelot @FinanceLancelot]

Absolutely 100% correct.

Brent Johnson said it brilliantly yesterday, "The U.S. is transitioning from a Democratic Republic to a 'Technocratic' Empire the same way the Roman Republic transitioned to the Roman Empire."

That's why this global conflict will be remembered as WW3.

[Aakash Verma @VermaAakash3]

How can you reach 1000 times your current level in life?

[Mastery Mindset @_masterymindset]

Professor Jiang explains how to WIN at life (the universal law of game theory)

[Mark Slapinski @mark_slapinski]

IT GETS WORSE

New Epstein files show Trump was DIRECTLY INVOLVED in human trafficking

OMG!

[Oliver Prompts @oliviscusAI]

🚨 BREAKING: Someone just open-sourced a PlayStation 4 emulator for Windows, Linux and macOS.

It runs bloodborne, red dead redemption, and dark souls remastered.

100% Open Source.

[Lord Bebo @MyLordBebo]

Tutorial on how to draw your samurai sword in confined spaces

Important for the London Underground

[Just a Dude Who Invests @DudeWhoInvests]

Makes LITERALLY ZERO sense. GOLD the hedge for geopolitical instability is crashing in the face of geopolitical instability. Can’t make this up.