Every week, I organize 400 to 700 links into roughly 60 categories as part of my ongoing effort to learn about AI. This is my personal notebook, which I enjoy sharing with friends… a hobby and a labor of love, rather than a commercial publication or product.
If you arrived here through a search or shared link, this page collects the links I found for Education for the week ending August 21, 2026.
As part of my learning process, I like to automate the category covers. It gives me a chance to learn Python and APIs.
This week’s cover prompt was written using Claude Opus 4.7, and the image was generated using Nano Banana 2.1.
Category Cover Image Prompt: Bright sunlit architectural photograph of a 1929 Chicago Art Deco limestone skyscraper, with a stylized engaged herm emerging from a pier above the main entrance holding an open carved book against its chest, a frieze of small seated pupil figures carved into the lintel below, and the word EDUCATION incised in large Deco capitals across a stone band above the doorway. Warm honey-cream Indiana limestone, dark steel-framed windows, crisp raking shadows, deep blue sky, neighboring buildings receding, perspective-corrected verticals, realistic architectural photography, medium-wide view from across the street.
This Week in Education News
Summary by Claude Sonnet 5.5 based on this week’s links:
- Back-to-school AI offers: Google put agentic coding into AI Mode in Search, so students can ask for custom interactive tools and simulations, such as a zoomable 3D Mandelbulb. Gemini also offered eligible college students a free year of Google AI Pro in the US, or AI Plus in 140+ countries.
- AI aimed at learners: OpenAI introduced ChatGPT for Teens, described as built for learning with protections. A separate feature roundup said ChatGPT can now generate quizzes in chat when you ask it to quiz you on a topic.
- Free self-study material: Several links pointed to learning resources: Laurent Younes's machine learning textbook on the math behind core concepts, a free MIT Press robotics textbook on GitHub, and a deep learning playlist for robotics that builds up from single neurons.
This summary was generated by Claude Sonnet 5.5 to help you explore the links below. Rest assured, I select, organize, and check the links by hand in Google Sheets, and write the introduction and personal commentary in The Main Newsletters myself each week as a labor of love.
This week's links related to Education
(1/2) Just in time for back to school: the power of agentic coding has landed in Search. Anyone can now create custom tools and simulations to visualize different topics. One cool example: I asked AI Mode “make an interactive 3D fractal Mandelbulb visual I can zoom into” and it”
https://x.com/rmstein/status/2090177397006168437
10 years ago Wang Xingxing was a Shanghai University grad student building a $3,000 quadruped robot for his thesis. Today, the 36 year old founder is China’s first humanoid robotics billionaire. Unitree closed day-2 of trading at 687 yuan, about a $40B market cap. Xingxing’s”
https://x.com/TheHumanoidHub/status/2090516767055757612
Introducing ChatGPT for Teens: Built for learning, backed by protections | OpenAI
https://openai.com/index/chatgpt-for-teens/
Introduction to Machine Learning” by Laurent Younes If you already know the core ML concepts, this textbook is a great next step to learn or refresh the math behind them. It explains: – optimization, SGD, and Adam – bias-variance – regression, SVMs, and kernels – decision”
https://x.com/TheTuringPost/status/2088199675023380633
from the vault: on-policy distillation in TRL got 40x faster with three fixes, a generation buffer, batched teacher requests, and binary-encoded logprobs enough to distill from 100B+ teachers, a 4B student gained 39 AIME25 points learning from a 235B one”
https://x.com/SergioPaniego/status/2090052408940666888
Cover is working on weapon detection systems as K-12 school shootings have increased 10x over the last decade – I’m confident this can help if we can get enough of them out at scale (there are 130,000 K-12 schools in the U.S.) The goal is to detect weapons underneath clothes and”
https://x.com/adcock_brett/status/2088654833314386395
Back-to-school season is here and starting today, eligible college students can get a full year of Gemini on us: – US students: 1 year of Google AI Pro at no cost – 140+ countries: 1 year of Google AI Plus at no cost Here’s what’s new for students 👇”
https://x.com/GeminiApp/status/2090165248196252003
MIT Press published a robotics textbook. Then put it on GitHub for FREE. 📌 “Introduction to Autonomous Robots” covers everything: kinematics, sensors, actuators, motion planning, localization, computer vision, and neural networks… from mechanisms all the way to algorithms.”
https://x.com/IlirAliu_/status/2089775089126457705
This week’s ChatGPT feature drop – Aug 14: 1/ Quizzes – “Quiz me on [topic]” will now automatically generate quizzes right in Chat. Learn any topic! 2/ Reservation search – “I’m looking for a reservation for two next Saturday for a place with a great outdoor patio”. Nice thing”
https://x.com/adamhfry/status/2088349344248537250
I’m HIRING 7 more people to help me build the future of AI media and education. The Rundown now has over 3M active readers, and our expansion plans far outpace what we can handle. $2,000 referral bonus if you help us find someone we hire full-time. Open roles and link to apply”
https://x.com/rowancheung/status/2088291054072353225
Deep learning curriculum for robotics. [📍 Link to Playlist below ] Modern robotics workflows often integrate deep learning models with traditional algorithms for mapping, localization, and control. This playlist builds it from scratch: Single neurons → Backprop → CNNs →”
https://x.com/IlirAliu_/status/2088535167283462295
This is a good paper and AI has definitely made the cheating problem worse but it is easy to overlook how bad it was before AI. Doing homework improved final test grades for 86% of college students students in 2008 but only 45% in 2017 because they were copying off the internet”
https://x.com/emollick/status/2090059088323375527
The summer Math fell to the machines… – YouTube
https://www.youtube.com/watch?v=iuZPTE5qsJY
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