Andrej Karpathy:
"Prompting is going away
Delete everything and keep the graph"
In 1 hour at Stanford, he breaks down how to build graphs from scratch, wire autonomous agents, and build systems that improve themselves
Prompts → Single Agents → Loops → Graphs → Self-Improving Systems
This is not about tweaking adjectives in a prompt box
This is about building the underlying state graph that survives every model upgrade:
Isolates execution state so context windows don't collapse
Turns brittle one-shot text generation into resilient message-passing nodes
Audits errors and routes fallbacks without restarting the entire run
People spend thousands on bootcamps that teach a fraction of this architecture
Not the newest session, but still the most lethal systems engineering lecture online
You probably don't have 1 hour right now
Don't let this vanish from your feed
Watch it first
Then read the full guide on graph engineering below ↓
لقيت حاجة تستحق المشاركة فعلًا.
مهندس في أنثروبيك، اشتغل قبل كده في جوجل لمدة 14 سنة، بنى 24 مهارة قابلة لإعادة الاستخدام لوكلاء الذكاء الاصطناعي.
الفكرة ببساطة: بدل ما كل مرة تبدأ من الصفر وتشرح للوكيل إزاي ينفذ المهمة، بتبني المهارة مرة واحدة وتستخدمها مع أي نموذج.
المستودع وصل لحوالي 100 ألف نجمة على جيتهاب.
والأجمل إنه عمل درس مدته 40 دقيقة بيشرح فيه طريقته في استخدام المهارات دي لبناء نظام من عدة وكلاء شغال على مدار الساعة.
بصراحة، لو مهتم ببناء وكلاء الذكاء الاصطناعي، الـ40 دقيقة دي ممكن تختصر عليك ساعات من المحتوى المدفوع.
CURSO COMPLETO DE DROPSHIPPING AUTOMATIZADO CON CLAUDE
Aprende en 14 minutos cómo encontrar productos ganadores sin tener que investigar tú.
Conecta Claude con tu proveedor.
Deja que analice millones de productos.
Publica en tu tienda con un solo prompt.
Claude → Productos ganadores → Ventas
Guárdalo antes de perderlo. 🔖
Anthropic acaba de mostrar un taller de 26 minutos sobre cómo hacer prompts para Claude de verdad.
Impartido por las personas que lo construyeron.
Gratis. Sin registro. Sin muro de pago.
He visto cursos de pago que no cubren lo que enseñan en los primeros 8 minutos.
Míralo y guárdalo antes de que sea tarde
Anthropic engineer:
"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."
In 45 minutes she breaks down how Anthropic builds agents that remember, learn from their mistakes, and get smarter with every run.
Worth more than any paid course you'll find on building agents.
Watch the session.
Instead of watching an hour of Netflix, watch this 2-hour Stanford lecture, which 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.
Instead of spending 2 hours on a movie...
Spend 1 hour watching this Anthropic Claude for Finance lecture.
It might be the most valuable free resource on quant AI available right now.
Bookmark it, make time for it today, and thank yourself later.
INSTEAD OF WATCHING NETFLIX TONIGHT.
Spend 1 hour with this.
Claude AI FULL COURSE that teaches you how to BUILD and AUTOMATE anything.
The people who watch this tonight will wake up tomorrow with a new skill.
Watch it and Bookmark it now
This 50-minute lecture by Jeff Bezos will teach you more about business than a 2-year MBA program.
Bookmark it and give it 50 minutes today, no matter what.
ESTE TIPO TE ENSEÑA A AUTOMATIZAR VIDEOS CON IA EN SOLO 7 MINUTOS.
Claude Code + Seedance 2.0.
Desde cero, sin editar y fácil.
Guarda este video, ya me lo agradecerás. 🔖
Free 3-hour course from an ex-Google engineer. AI agents, graph engineering, harness, agent loops. Covers more than most $500 paid courses.
This is the exact playbook to learn how to actually build and monetize AI agents. Don't miss your shot, save it now.
• 0:00 - Design an AI agent system from scratch
• 7:38 - When your agent should hand off to a human
• 19:27 - RAG and vector databases explained simply
• 52:38 - Deploy your AI agent to Google Cloud
• 1:25:57 - Turn AI agents into a paid business via WhatsApp
• 1:33:00 - Turn conversations into real leads automatically
• 2:24:01 - Loop engineering vs graphs, the real difference
• 2:33:08 - Build your own multi-tool agent graph
Save this video, because it's the only one that can actually take you to your $2,000+ profit.
Sam Altman (CEO de OpenAI):
«Ya no necesitas escribir prompts.»
En solo 38 minutos explica cómo usar ChatGPT a un nivel que la mayoría de la gente ni se imagina.
Es una charla que dio a estudiantes de Stanford. Un amigo me pasó la grabación anoche.
Después de verla me di cuenta de que estaba aprovechando apenas el 15 % de lo que esta herramienta realmente puede hacer.
Mírala completa y después lee la guía que dejo abajo sobre cómo crear un sistema que se promptea a sí mismo.
A billionaire went on stage and explained in 42 minutes how the entire economy works. for free. Wall Street spent the next decade pretending nobody saw it.
he didn't sell a course. he didn't plug a fund. he stood at a whiteboard and drew three lines that explain every crash, every recovery, and every rate decision since 1929.
MBA programs charge $200,000 to teach frameworks he covered in the first 15 minutes. six of the models he drew on that board are still classified as proprietary at three major banks. he gave them away on YouTube.
the part nobody talks about: he predicted exactly what happened in 2020, two years before it played out. interest rates hitting zero, the central bank running out of tools, the money printer. he drew it on a whiteboard in 2018 like he was reading tomorrow's newspaper.
a portfolio manager at a top-five firm told me every new analyst on his desk watches this before they're allowed to open a terminal. not the CFA prep. not the internal training. this one lecture.
40 million people have seen it. almost none of them can name the three forces he draws in the first ten minutes.
it is still free.
INSTEAD OF WATCHING AN HOUR OF NETFLIX TONIGHT.
This 60-minute Cambridge lecture by Demis Hassabis will teach you more about the future of AI than most people will learn in the next 5 years.
Bookmark it and give it an hour, no matter what.
NUNCA HABÍA SIDO TAN FÁCIL CRECER EN YOUTUBE
Esta persona te enseña a cómo hacerlo usando IA.
En menos de una hora. Esto vale más que todos esos cursos de pago que la gente vende.
Míralo, merece mucho la pena.