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Source channel @githubtrending · Post #15314 · Dec 6

#python#brain_inspired_ai#deep_learning#large_language_models#reasoning The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems. https://github.com/sapientinc/HRM

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Amazing Geography 🌍

@amazingeo · Post #503 · 12/09/2025, 12:31 PM

🌍 In Chile's Atacama Desert, rare fog called "camanchaca" drifts inland from the Pacific. Some plants here survive by absorbing water directly from this fog, not from rainfall. ✨ #desert⚡#arid⚡#adaptation⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #468 · 11/21/2025, 08:31 PM

🌍 Some arid desert landscapes feature ancient, dried-up riverbeds called wadis that can flood suddenly after rare rains, quickly turning from bare channels to rushing streams in a matter of hours. ✨ #desert⚡#arid⚡#landscapes⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #656 · 03/09/2026, 08:31 PM

🌍 Libya’s Libyan Desert holds sand seas with dunes reaching up to 180 meters tall. These giant dunes constantly shift with the wind, creating landscapes that can look completely different in just a few years. ✨ #desert⚡#dunes⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #274 · 09/20/2025, 07:31 PM

🌍 In the Taklamakan Desert of China, some sand dunes reach up to 300 meters tall. Shifting winds keep these giant dunes moving, constantly reshaping the landscape year after year. ✨ #deserts⚡#dunes⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #235 · 09/14/2025, 01:12 PM

🌍 The Atacama Desert in Chile is so dry that some weather stations have never recorded rain. Its Mars-like soils are studied by scientists searching for signs of life in extreme environments. ✨ #desert⚡#extreme⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #123 · 08/27/2025, 12:12 AM

🌍 The Namib Desert is thought to be the oldest desert on Earth, with arid conditions lasting for at least 55 million years—far longer than any other known desert. ✨ #desert⚡#Namib⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​