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introducing fanout, the everything learning app for engineers, curated by people building at the frontier. your career has no fixed curriculum. neither does fanout. become an ai researcher, a systems engineer, or find your own niche, fanout is a living archive of everything worth learning to become a better engineer.

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Suraj Gaud

2,399 subscribers

319,155 görüntüleme • 3 gün önce •via X (Twitter)

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What if your career meant more than a title? A career that serves the people of the United States with endless opportunities. Whether you have been a computer scientist, an engineer, a teacher, a lawyer, a pilot, we have a place for you. Go to to become part of Your FBI.
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What if your career meant more than a title? A career that serves the people of the United States with endless opportunities. Whether you have been a computer scientist, an engineer, a teacher, a lawyer, a pilot, we have a place for you. Go to to become part of Your FBI.

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Get Your Very Own AI Engineer! We present your very OWN AI Engineer as part of ChatLLM! Watch the engineer create a custom bot based on your documents. It will create a vector store, configure your custom bot, and deploy it in minutes. An end-to-end custom RAG system becomes instantly available! This is just the beginning! We hope to upskill the Engineer rapidly.

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Anthropic engineer: “80% of our engineers are using self-improving loops. Now everyone is exploring how to build the right Context for agents.” in 3-6 months, we’ll all become context engineers. Context is the most important part of building agents.” In this 40-minute lecture, an Anthropic engineer shows how to build a self-improving agentic workflow from scratch. It’s worth more than a $500 agentic course. Watch this video, then read the article below on how to become a context architect.

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Has college just become a waste of time? The students are using Ai for everything. Is there really any learning process going on? And is there any real job on the other side of college?
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another cal ai copycat just did 7.4M views from a single video it's a faceless slideshow of Pinterest images and this is not a cal ai thing, the same format works for almost any app, you just apply it to your niche so reverse engineer it back into your own app, the viral part is already proven
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another cal ai copycat just did 7.4M views from a single video it's a faceless slideshow of Pinterest images and this is not a cal ai thing, the same format works for almost any app, you just apply it to your niche so reverse engineer it back into your own app, the viral part is already proven

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Anthropic engineer: “80% of our engineers are using self‑improving loops. Now everyone is building agentic Graphs. In 4-6 months, we’ll all be building graphs to orchestrate self‑improving agents. No more prompting.” in a 20‑minute talk, Anthropic engineer explains how to build self‑improving agentic systems from scratch. Worth more than a $500 agentic course. Watch this video, then read the article below on how to become a graph architect.

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“It’s not just a knowledge-rich curriculum. It’s a knowledge-rich curriculum that is carefully sequenced. The ideal is that when we put a text in front of a child for the child to read, they have all the background knowledge in place to read the text and comprehend that text comfortably, but maybe not quite everything, so they have to reach just a little bit.” Daniel Willingham explains the importance of coherent learning in the curriculum, in order to support reading comprehension and enable new learning. As soon as you understand this principle, you become a curriculum person. This kind of coherence is only possible if there is central planning in a school’s curriculum. If every teacher is left to his or her own devices in developing curriculum, you can have every teacher introducing the same content, and a failure to expose kids to maximal breadth and depth of content in K-5. Core learning about the world (seasons and animal adaptations, history fundamentals, civics basics) are foundations, too… foundations for comprehension and foundations for more sophisticated learning. From the a discussion of NAEP outcomes hosted by JHU Education Policy:

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Anthropic engineer: “80% of our engineers are using Loops. Now everyone is exploring how to build right Context for agents.” in 3-6 months, we’ll all become context engineers. Context is the most important part of agents.” in this 1-hour talk, Anthropic engineer shows how to build a self-improving agents from sratch. It’s worth more than a $500 agentic course. Watch this video, then read the article below on how to become a context architect.

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🚨ELON MUSK: "We're running out of test questions to ask AI. Everything has become trivial. The ultimate reasoning test for the AI is going to be reality. Can it create a car, or a rocket, or a new medication? Does it work? Reality is the ultimate judge."
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🚨ELON MUSK: "We're running out of test questions to ask AI. Everything has become trivial. The ultimate reasoning test for the AI is going to be reality. Can it create a car, or a rocket, or a new medication? Does it work? Reality is the ultimate judge."

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ELON MUSK: "We're running out of test questions to ask AI. Everything has become trivial. The ultimate reasoning test for the AI is going to be reality. Can it create a car, or a rocket, or a new medication? Does it work? Reality is the ultimate judge."
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ELON MUSK: "We're running out of test questions to ask AI. Everything has become trivial. The ultimate reasoning test for the AI is going to be reality. Can it create a car, or a rocket, or a new medication? Does it work? Reality is the ultimate judge."

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"Being an Engineer Is Simple" "Isaia" always dreamed of having his own soldering station and working with electronics. In civilian life, he was a sound engineer. In service, he became a workshop-laboratory engineer at the 41st Unmanned Systems Regiment Pilum — one of the most effective units of First Corps Azov of the National Guard of Ukraine. If you know how to solder and want to put your skills and knowledge to work defending your homeland, First Corps Azov has a job and the best equipment waiting for you. Apply at

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Don't waste 2 years learning to become an AI agentic engineer in 2026. Andrew Ng, the godfather of AI, gave the complete playbook to become one from scratch. 1 hour course. Free: • 00:00 - AI agent basics • 12:12 - AI Agentic workflows & design patterns • 53:27 - Practical tips for building AI agents • 1:20:30 - self-improving AI agent loops • 1:30:19 - multi-agent AI systems I watched it last night. Halfway through, I realized I could get into Anthropic in weeks, not years. Bookmark now. Watch it. Then build your own AI agent with the guide below.

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Anthropic engineer: "85% of our engineers are using self-improving loops. Now everyone is running agentic Graphs. In 3-6 months, we’ll all be building graphs to orchestrate agents. No more prompting." In a 45-minute talk, an Anthropic engineer shows how to build a self-improving agentic workflow from scratch. Worth more than a $500 agentic course. Watch this video, then read the full roadmap on how to become a graph architect in the article below
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Anthropic engineer: "85% of our engineers are using self-improving loops. Now everyone is running agentic Graphs. In 3-6 months, we’ll all be building graphs to orchestrate agents. No more prompting." In a 45-minute talk, an Anthropic engineer shows how to build a self-improving agentic workflow from scratch. Worth more than a $500 agentic course. Watch this video, then read the full roadmap on how to become a graph architect in the article below

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