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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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Interesting Planet 🌍

@interesting_planet_facts · Post #876 · 10/08/2025, 12:11 PM

🌎 Ancient lake beds called "playa lakes" preserve natural records of Earth's past. Layers of sediment in these basins capture pollen, plant remains, and even insect fossils, revealing climate cycles and environmental shifts over thousands of years. Some dry lakebeds in the U.S. Southwest show records going back 120,000 years. ✨ #geology⚡#paleoclimate⚡#lakes 👉subscribe Interesting Planet 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #156 · 09/01/2025, 01:12 PM

🌍 Canada has more lakes than any other country, and many are so large they contain whole islands with their own lakes—making some islands-in-a-lake-on-an-island truly unique on Earth. ✨ #islands⚡#archipelago⚡#lakes⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #653 · 03/06/2026, 08:31 PM

🌍 Africa’s Lake Victoria is the largest tropical lake in the world. Its outflow forms the start of the Nile River, which journeys over 6,600 kilometers north to the Mediterranean Sea. ✨ #lakes⚡#rivers⚡#Africa⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Interesting Planet 🌍

@interesting_planet_facts · Post #611 · 08/22/2025, 08:22 PM

🌎 The salt-loving halophiles of California’s pink Lake Hillier thrive where few others survive. These tiny microbes give the lake its vivid color by producing pigments that protect them from extreme salt and sunlight—turning the water a bubblegum pink! ✨ #microbes⚡#pigment⚡#lakes 👉subscribe Interesting Planet ​

Amazing Geography 🌍

@amazingeo · Post #573 · 01/13/2026, 12:31 PM

🌍 Russia’s Lake Karachay is so contaminated from past nuclear waste that standing on its shore for just an hour could be fatal—one of the most polluted lakes on the planet. ✨ #rivers⚡#lakes⚡#pollution⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #548 · 12/31/2025, 08:31 PM

🌍 Some lake water can take hundreds of years to fully circulate from the surface to the deepest layers and back again, creating slow, hidden water cycles that influence local climates and ecosystems. ✨ #hydrology⚡#lakes⚡#cycles⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #500 · 12/07/2025, 08:31 PM

🌍 Some of the world’s oldest lakes, like Lake Ohrid in Europe, have existed for more than one million years, preserving unique species found nowhere else on Earth. ✨ #lakes⚡#biodiversity⚡#longevity⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #426 · 10/31/2025, 08:31 PM

🌍 Siberia’s Lake Baikal freezes in winter, forming ice so clear that cracks and bubbles can be seen meters deep. In spring, melting ice creates musical sounds as it shifts and breaks apart. ✨ #lakes⚡#rivers⚡#Siberia⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #271 · 09/20/2025, 12:31 PM

🌍 Lake Titicaca, perched almost 3,812 meters above sea level, is the world’s highest navigable lake by large boats. Its clear waters straddle the border between Peru and Bolivia in the Andes. ✨ #lakes⚡#Andes⚡#altitude⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #351 · 10/09/2025, 03:31 PM

🌍 In Africa’s Lake Natron, minerals in the water turn it bright red during the dry season. The lake’s extreme chemistry preserves animal remains, creating eerie natural “statues.” ✨ #lakes⚡#Africa⚡#chemistry⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #465 · 11/20/2025, 12:31 PM

🌍 The world’s clearest lake is Blue Lake in New Zealand. Its pure water is so transparent that objects can be seen up to 80 meters below the surface—almost like looking through glass. ✨ #lakes⚡#water⚡#clarity⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #312 · 09/29/2025, 06:31 PM

🌍 Finland boasts about 188,000 lakes, earning it the nickname "Land of a Thousand Lakes." Many of these lakes were formed by retreating glaciers at the end of the last Ice Age. ✨ #lakes⚡#glaciation⚡#Finland⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

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