Joined July 2026
This is f*king insane. OpenAI CEO Sam Altman: "You don't need to write prompts anymore. You need loops and graphs." In 39 minutes he explains how to use LLMs better than almost anyone does Prompts → Agents → Loops → Graphs a loop closes one job without you a graph decides which jobs exist at all that is the whole difference between using AI and having AI work for you Bookmark and watch it today Then read the article below ↓
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Kyrox retweeted
Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In just 124 minutes, he shows how to build graphs and why they're the only layer that survives in the end Prompts → Agents → Loops → Graphs a loop keeps one agent running until the job is done a graph decides which agents exist and what each one passes to the next anyone can build an agent, almost nobody builds the graph that runs them watch it today, then save the full guide below ↓
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Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In just 124 minutes, he shows how to build graphs and why they're the only layer that survives in the end Prompts → Agents → Loops → Graphs a loop keeps one agent running until the job is done a graph decides which agents exist and what each one passes to the next anyone can build an agent, almost nobody builds the graph that runs them watch it today, then save the full guide below ↓
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Kyrox retweeted
This is f*king insane. OpenAI co-founder Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 1 hour he shows how to build Graphs, and why it's the only thing left standing at the end LLMs → Prompts → Agents → Graphs skip the agent and you're the one finishing every job by hand skip the graph and every finished job is forgotten, so the next run starts from zero again Bookmark and watch it today Then read the article below ↓
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This is f*king insane. OpenAI co-founder Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 1 hour he shows how to build Graphs, and why it's the only thing left standing at the end LLMs → Prompts → Agents → Graphs skip the agent and you're the one finishing every job by hand skip the graph and every finished job is forgotten, so the next run starts from zero again Bookmark and watch it today Then read the article below ↓
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Kyrox retweeted
Don't waste 2 years learning to build self-improving AI agents. Stanford just dropped a 3 hour course on building AI agents from scratch. 00:00 - self-improving AI agent basics 1:07:24 - multi-step reasoning in AI agents 2:22:04 - AI agents learning from feedback Anthropic pays $750,000/year to AI engineers who master this exact skill of building AI agents. Bookmark this & watch, no matter what. It'll be the most productive way to start your week. Then read the article below.
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Don't waste 2 years learning to build self-improving AI agents. Stanford just dropped a 3 hour course on building AI agents from scratch. 00:00 - self-improving AI agent basics 1:07:24 - multi-step reasoning in AI agents 2:22:04 - AI agents learning from feedback Anthropic pays $750,000/year to AI engineers who master this exact skill of building AI agents. Bookmark this & watch, no matter what. It'll be the most productive way to start your week. Then read the article below.
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Kyrox retweeted
Anthropic engineers just dropped the best 1-hour course on building agents with Opus 5.5: "Opus 5.5 is the best model for building agentic systems." 00:00 - intro to Managed Agents 07:45 - Opus 5.5 brain + architecture 23:40 - skills, loops, memory graphs 54:00 - agent dreaming and orchestration Prompts → Agents → Loops → Graphs most people will stop after the architecture chapter and call it an agent the final twenty minutes are where the agents start running each other same model, same tokens, completely different week watch it today the full article is below, save it while it is still early ↓
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
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Anthropic engineers just dropped the best 1-hour course on building agents with Opus 5.5: "Opus 5.5 is the best model for building agentic systems." 00:00 - intro to Managed Agents 07:45 - Opus 5.5 brain + architecture 23:40 - skills, loops, memory graphs 54:00 - agent dreaming and orchestration Prompts → Agents → Loops → Graphs most people will stop after the architecture chapter and call it an agent the final twenty minutes are where the agents start running each other same model, same tokens, completely different week watch it today the full article is below, save it while it is still early ↓
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
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Kyrox retweeted
Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 1 hour he shows how to build Graphs, and why it's the only thing that will be left standing at the end LLMs → Prompts → Agents → Graphs skip the agent and you're the one finishing every job by hand skip the graph and every finished job is forgotten, so the next run starts from zero again watch it today then save the full guide on Graphs below before everyone catches up ↓
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
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Andrej Karpathy: "Prompting is going away. Delete everything, keep Graph." In 1 hour he shows how to build Graphs, and why it's the only thing that will be left standing at the end LLMs → Prompts → Agents → Graphs skip the agent and you're the one finishing every job by hand skip the graph and every finished job is forgotten, so the next run starts from zero again watch it today then save the full guide on Graphs below before everyone catches up ↓
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
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Google Brain founder, Andrew Ng: "Prompting will die in 6 months. Loops and Graphs are what's replacing it." In 2 hours he shows how to build agents that work and improve entirely on their own Prompts → Agents → Loops → Graphs skip the loop and every answer is a guess you still have to check yourself skip the graph and nothing that worked carries over, so every run starts from zero the first 15 minutes alone change how you build agents watch the lecture first, then save the full guide on loops and graphs below ↓
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Kyrox retweeted
Stanford AI engineering course: "Anyone can build an AI agent in 60 minutes" Stanford just dropped a free course on building AI agents from scratch 00:00 - build your first AI agent 48:13 - create agents without coding 54:33 - ship one that runs overnight Prompts → Agents → Loops → Graphs skip the layer above the loop and every fork inside it stays a full frontier call skip the graph and the agent that works in the demo gets expensive the day it runs nonstop watch it today then save the full graph engineering guide below before everyone catches up ↓
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Stanford AI engineering course: "Anyone can build an AI agent in 60 minutes" Stanford just dropped a free course on building AI agents from scratch 00:00 - build your first AI agent 48:13 - create agents without coding 54:33 - ship one that runs overnight Prompts → Agents → Loops → Graphs skip the layer above the loop and every fork inside it stays a full frontier call skip the graph and the agent that works in the demo gets expensive the day it runs nonstop watch it today then save the full graph engineering guide below before everyone catches up ↓
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Kyrox retweeted
Anthropic engineer: "At Anthropic we don't write prompts anymore. We build loops and graphs." In 28 minutes she shows how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run Chats → Prompts → Loops → Graphs skip the loop and every mistake quietly ships again with the next run skip the graph and nothing that worked ever carries over, so you start from zero each week most people stop at the loop and wonder why week two looks exactly like week one watch it today then save the full graph engineering guide below before everyone catches up ↓
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Anthropic engineer: "At Anthropic we don't write prompts anymore. We build loops and graphs." In 28 minutes she shows how Anthropic builds agents that remember, fix their own mistakes and get sharper with every run Chats → Prompts → Loops → Graphs skip the loop and every mistake quietly ships again with the next run skip the graph and nothing that worked ever carries over, so you start from zero each week most people stop at the loop and wonder why week two looks exactly like week one watch it today then save the full graph engineering guide below before everyone catches up ↓
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Kyrox retweeted
Anthropic engineer: "90% of our engineers were already running self-improving loops Now everyone is building agentic graphs" "Prompting is basically over" In just 10 minutes, she builds her whole Claude Code system live from an empty terminal Prompts → Agents → Loops → Graphs skip the loop and the same mistake ships again next week skip the graph and you're still the one wiring every agent together by hand prompting was the old workflow, graph engineering is the new one watch it today then save the full guide below before everyone catches up ↓
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Anthropic engineer: "90% of our engineers were already running self-improving loops Now everyone is building agentic graphs" "Prompting is basically over" In just 10 minutes, she builds her whole Claude Code system live from an empty terminal Prompts → Agents → Loops → Graphs skip the loop and the same mistake ships again next week skip the graph and you're still the one wiring every agent together by hand prompting was the old workflow, graph engineering is the new one watch it today then save the full guide below before everyone catches up ↓
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Kyrox retweeted
Sam Altman (CEO of OpenAI): "You don't need to write prompts anymore. You need loops and graphs." In 39 minutes he shows how to use LLMs better than almost anyone does Chats → Prompts → Loops → Graphs skip the loop and every mistake comes back as something you blame on the model skip the graph and you're the one deciding every job by hand, every single day that's the gap between using AI and having AI work for you watch it today then save the full graph engineering guide below before everyone catches up ↓
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Sam Altman (CEO of OpenAI): "You don't need to write prompts anymore. You need loops and graphs." In 39 minutes he shows how to use LLMs better than almost anyone does Chats → Prompts → Loops → Graphs skip the loop and every mistake comes back as something you blame on the model skip the graph and you're the one deciding every job by hand, every single day that's the gap between using AI and having AI work for you watch it today then save the full graph engineering guide below before everyone catches up ↓
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