YouTube is the largest university in the world, and it is also the most inefficient. Lectures run for two hours. The interesting parts are buried in continuous speech. Manual note taking takes longer than the video itself, breaks the learning flow, and produces notes that are usually unstructured and incomplete. When exam season arrives, the student does not have time to rewatch the lecture, and...
Engineering innovation in 2026 is everywhere, and it is also invisible to most people who would care about it. Living brain cells running data centers. New structural materials that change what buildings can do. Robotics that would have looked like science fiction five years ago. It is all happening, and almost none of it is reaching the people who would actually use that inspiration, because the...
The AI video stack of 2026 is expensive. Runway at $35 a month for video generation. ChatGPT Plus at $20 a month for scripting. Midjourney at $30 a month for visuals. HeyGen at $29 a month for avatar work. That is $114 a month before you have made a single video, and you still have to glue the outputs together by hand. Someone just dropped a free open source repo that does all of that in a single...
The “I want to work in AI” crowd is the largest beginner audience on the internet right now, and most of them are stuck. They are stuck in tutorial hell, stuck choosing between five different courses, or stuck in the wrong direction entirely. This roadmap is for those beginners, the people who know they want to work in AI but do not know where to start, and it solves the only question...
Most Threads creators are optimizing the wrong thing. They obsess over the hook, the topic, the posting time, and the follower count, and they still cannot explain why a good post flops and a throwaway post spikes. The reason is that the Threads algorithm does not distribute posts one at a time. It distributes them as a system, and your last 10 posts are quietly training the audience for your...
