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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 #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 #354 · 10/10/2025, 12:31 PM

🌍 In Australia’s Simpson Desert, certain red sand dunes can “move” up to a meter each year as winds slowly push millions of grains, gradually shifting entire hills across the arid landscape. ✨ #deserts⚡#dunes⚡#Australia⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #505 · 12/10/2025, 12:31 PM

🌍 The world's highest coastal dune towers 352 meters above sea level at Pilat Dune in France. This massive sand formation shifts yearly as Atlantic winds pile new layers along the shore. ✨ #seacoast⚡#dunes⚡#landscape⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #391 · 10/19/2025, 03:31 PM

🌍 The Namib Sand Sea is the only coastal desert made entirely of shifting sand dunes recognized as a UNESCO World Heritage site, with winds constantly sculpting waves of sand along the Atlantic coast. ✨ #desert⚡#dunes⚡#Namibia⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​