Vals AI reports two calculated candidates for room-temperature magnetic semiconductors, including a newly designed compound and one made in 1999.
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Dust: Pretraining Transformers Without Backpropagation
Q Labs reports that Dust can train transformer language models without backpropagation, but its results rely on small experiments and more compute.
Competitive Programmer’s Handbook (2018) [Pdf]
The Competitive Programmer’s Handbook by Antti Laaksonen is available as a free PDF, offering comprehensive algorithms for competitive coding.
15 Best Educational Science Toys for Kids in 2027
Compare 15 educational science toys for kids, from early-learning kits to chemistry, gardening, anatomy, and electronics projects.
14 Best Digital Keypad Safes for Secure Storage in 2027
Compare 14 digital keypad safes for home, travel, documents, and valuables. Find the right balance of capacity, protection, access, and portability.
15 Best Halloween Books for Teachers in 2027
Discover the 15 best Halloween books for teachers in 2027. Compare classroom-ready titles for storytime, literacy lessons, and seasonal engagement.
Open Thread 454
Astral Codex Ten’s Open Thread 454 invites reader discussion and shares updates on meetups, Fatima documents, book reviews and physician outreach.
15 Best Classroom Skeleton Models in 2027
Discover the top classroom skeleton models for education in 2027. Find the best overall, budget options, and specialized models for effective learning.
12 Best Interactive Periodic Table Posters for Learning in 2027
Compare 12 interactive periodic table posters by size, readability, learning aids, and format to find the right chart for a classroom, desk, or study space.
APOD: 2026 October 4 – Supernumerary Rainbows Over New Jersey
NASA’s October 4, 2026, Astronomy Picture of the Day revisits a 2018 New Jersey scene showing at least five supernumerary rainbows.