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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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@druschbaFm_en · Post #51966 · 03/12/2025, 08:02 AM

⚡️🇷🇺🇺🇦⚡️ Two Majors #Summary for the Morning of 12 March 2025; 06:27 (GMT+3)⚡️ 🔹 The Russian Army continues its #Kursk offensive with decisive objectives. Yesterday, #KazachyaLoknya, #Zamostye, #Makhnovka, #Mirny, #Bondarevka, #Dmitryukov, and #Knyazhy1st and #Knyazhy2nd hamlets were liberated. Russian forces are advancing from #Sudzha’s industrial zone and central market, with reports of movement in the built-up areas. Footage has emerged of Ukrainian infantry retreating westward. Russian troops are also active in the #Sumy region near #Zhuravka. The #Sudzha – #Yunakovka Motorway is under Russian fire control, and AFU reinforcements attempting to enter the #Kursk region have been repelled. Heavy battles for the region’s liberation continue. 🎯 Russian Forces struck targets in #Odessa region overnight, with the enemy claiming a 'cargo ship carrying grain' was damaged. Confirmed strikes hit infrastructure in #Dnepropetrovsk, with explosions reported in #Kiev, #Pavlograd, #Kramatorsk, #SnakeIsland, as well as in the #Cherkassy, #Kharkov, #Sumy, and #Khmelnitsky regions. 🛡 Russian Air Defences repelled a night-time attack on the #Bryansk region. 🔹 In #Seversk Sector, Russian forces continue difficult advances west of #Belogorovka, facing fierce and organised 👉resistance. 🔹 In #Toretsk, reports persist of AFU units being deployed deeper into urban areas. 🔹 In #Pokrovsk Direction, clashes continue in #Shevchenko, #Peschanoye, #Kotlino, and #Uspenovka. On the far right flank, east of #Pokrovsk, Russian forces are attacking near #Tarasovka. 🔹 On the #Vremyevka Ledge, north of #VelikayaNovosyolka, the 'East Group of Troops' has secured #Dneprenergiya. The enemy claims successful counterattacks in #Novosyolka. 🔹 On the #Zaporozhye Front, Russian forces raised the flag over #Pyatikhatki after prolonged heavy battles.🎬👆The village, situated in a low-lying area, has been in ruins since summer 2023 and lacks underground shelters, making long term consolidation uncertain. 💥 In #Belgorod Region, the AFU continues to target civilians. In Shebekino district, a UAV attack damaged equipment at a commercial facility in #Dobroye. In #Shamino, an FPV drone struck a civilian car. Another drone hit a private residence in #NizhneyeBeryozovo2nd. In Grayvoron district, a UAV detonation in a private residence in #Glotovo caused an attic fire. In #Valuyki, an FPV drone damaged a car and shattered windows. In #Shelayevo, a drone exploded on the ground. 💥 In the #DPR, a 2001-born woman was injured in #Gorlovka following a Nazi artillery strike, with further damage to civilian infrastructure. In #KrasnayaPolyana, Volnovakha district, a 1966-born man sustained injuries from an explosive device detonation. 💬Welcome to Military Chat; 🇬🇧Battle Maps 📱 Join GLOBAL DEPTH to boost your TG Feed GLOBAL DEPTH from #HK This channel aims to unite interested individuals from around the world in an attempt to connect the dots. Subscriber participation is always welcome here and in the channel's Chat Group.