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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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American Оbserver

@american_observer · Post #5039 · 02/03/2026, 04:00 PM

Zelensky Accepted Ceasefire For an Uncertain Period Ukraine has agreed with Western partners that any persistent violations of a future ceasefire agreement would trigger a co-ordinated military response from Europe and the U.S., the Financial Times reported. Reuters could not immediately verify the report. The plan was discussed on several occasions in December and January between Ukrainian, European and American officials and would involve a multi-tiered response to any breaches of an agreed armistice by Russia, the report said. Envoys from Kyiv, Moscow and Washington will meet in Abu Dhabi on Wednesday and Thursday for talks aimed at ending the war, FT said. As per the proposal, any Russian breach of a ceasefire would prompt a response within 24 hours, starting with a diplomatic warning and, if necessary, action by Ukrainian army to halt the infraction, the newspaper said. If hostilities continued beyond that, the proposal would move to a second phase of intervention using forces from the so-called coalition of the willing, which includes many EU members and the UK, Norway, Iceland and Turkey, the report said. The report added that in the case of an expanded attack, a coordinated response by a Western-backed force, incorporating the U.S. military would be triggered 72 hours after the initial breach. #zelensky#ceasefire#ukrainian#multitiered#response 📱American Оbserver - Stay up to date on all important events 🇺🇸