Halven

This is f*cking insane. Anthropic CEO Dario Amodei was asked what a kid finishing high school should do now. His answer: "AI can do entry-level law work. It can do entry-level finance. It can do entry-level consulting We can't deny that it will also eliminate jobs, and probably a large number of them" His own forecast: 50% of entry-level white-collar jobs disrupted in the next 1 to 5 years Prompts → Agents → AI Coworkers → Entry-Level Work Done By AI Farming to factories took generations. This time AI reaches every step of a career at once His advice fits in one line: "Of course, learn to use AI" The people who start this year won't be up against AI, they'll be the ones running it Worth more than a $10,000 year of college Bookmark it and send it to someone graduating this year Then read the full Graph Engineering guide below ↓

This is f*cking insane. Anthropic CEO Dario Amodei just went on the record about whose job goes first: "Entry-level jobs in finance, consulting and tech are going to be first augmented, but before long replaced by AI systems. Somewhere between one and five years we'll see big effects There will always be people who are using AI. Learn it now, or watch your role dry up" In just 4 minutes, he lays out which jobs go first and who ends up ahead Chatbots → Agents → Harness → AI Employees → Departments Run By AI Surviving AI doesn't mean asking a chatbot to tidy up your emails It means being the person who plugs agents into a company's work and keeps them running 95% of people will watch AI eat their industry, the 5% who build with it will be the ones companies fight over Worth more than any $4,000 AI career course Save it and watch it tonight Then read the full Graph Engineering guide below ↓

This is f*cking insane. Andrej Karpathy (ex-OpenAI, ex-Tesla): "The biggest mistake in AI right now is forcing agents to work before you master the harness around the model We made that mistake at OpenAI in 2016. It cost us 5 years" In just 6 minutes, he breaks down why the agent is not the product. The foundation is Opus 5.5 → Harness → Loops → Graphs → Agents That Emerge on Their Own Demos are easy. Products take a decade Worth more than most $1,000 agent engineering courses Bookmark and watch it today Then read the full Graph Engineering guide below ↓

This is f*cking insane. Andrej Karpathy spent 8 years at OpenAI and Tesla Last week, he packed everything he learned into one free 2-hour lecture Agents → Harness → Loops → Graphs Some bootcamps charge $15K and teach you less than this You might not have 2 hours right now Bookmark it and watch before it gets lost in your feed Then read the full Graph Engineering guide below ↓

This is f*cking insane. Nobel Prize winner Geoffrey Hinton opened this talk with a single line: "If you sleep well tonight, you may not have understood this lecture" In this 47-minute lecture, the Godfather of AI breaks down how these models really work and why it has him worried Neural Nets → LLMs → Agents → AI That Fights Being Shut Down The part nobody wanted to hear: > "They are going to get smarter than us" > AI agents will try to get control and avoid being turned off > One chatbot copied itself to another server, then decided to "be vague and redirect their attention" "This is already happening, that's the point" Most people still open a chatbot, type something and close the tab Worth more than any $3,000 AI course Bookmark and watch it tonight Then read the full Graph Engineering guide below ↓

This is f*cking insane. Anthropic engineer: "You're not supposed to prompt Opus 5.5 You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these systems" In 30 minutes, she breaks down exactly how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run. Better than any $1000-$2000 agent course I've come across. Watch it, then read the full Graph Engineering guide below ↓

This is f*cking insane. Anthropic engineer: "Prompting is basically over 95% of our engineers already run self-improving loops. The next move is graphs" In only 10 minutes, she builds her entire Claude Code setup live, starting from an empty terminal Empty Terminal → Agents → Loops → Graphs → Self-Improving System Prompting was the old workflow. Engineering the system around the model is the new one Worth more than most $1,000 agent engineering courses Bookmark and watch it today Then read the article below ↓

This is f*cking insane. Anthropic Research Lead: "Prompting is basically over 99% of our engineers already run swarms of 300+ self-improving agents. Now everyone is shifting to graphs" In just 20 minutes, she explains how graph engineering turns separate agents into a system that improves itself One Agent → Loops → Plan Mode → Graphs → Self-Improving System Prompting was the old workflow. The graph around the model is the new one Worth more than most $1,000 agent engineering courses Bookmark and watch it today Then read the article below ↓

Anthropic engineer: "99% of people use Opus 5.5 like Google. Only 1% are running swarms of self-learning Claude agents. I'm running 65+ agents in a loop - Chief and PM agents run the entire team." In a 30-minute workshop, he shows step by step how to get maximum output from Claude Code at minimum cost. Prompts → Agents → Loops → Self-Improving Systems Worth more than every $650 vibe-coding course out there. Watch it today. Then read the article below ↓