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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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@marx21news · Post #9935 · 03/12/2026, 03:05 PM

La doppia crisi di Starmer: sottomesso a Washington, abbandonato dagli elettori A due anni dall'inizio del mandato, il ritratto di Keir Starmer si fa sempre più netto: arroganza interna e sudditanza esterna. Da un lato, apre le basi britanniche (Fairford e Diego Garcia) agli attacchi USA contro l'Iran, dopo aver inizialmente giudicato l'operazione illegale secondo il diritto internazionale. Un cambio di rotta avvenuto solo dopo le pressioni di Washington. Non sovranità, ma diligente amministrazione degli interessi altrui. Dall'altro, il crollo nel collegio popolare di Gorton and Denton, dove il Labour precipita al terzo posto, superato dai Verdi e da Reform UK. Un territorio operaio e impoverito che ha voltato le spalle a un partito ormai percepito come "una macchina amministrativa senz'anima". Il risultato? Un premier umiliato all'estero e un partito che, nei territori che un tempo lo rappresentavano, non sa più perché esiste. #KeirStarmer#Labour#PoliticaEstera#CrisiPolitica#GortonAndDenton https://www.marx21.it/internazionale/starmer-tra-servilismo-atlantico-e-disfatta-politica-il-labour-perde-il-paese-mentre-obbedisce-a-washington/

🌍G20 Summit in South Africa 🗓 The G20 Summit took place in Johannesburg on November 22–23, 2025, where member countries agreed on a set of measures aimed at building a more resilient and equitable global order. South African President Cyril Ramaphosa emphasized that the summit’s outcomes were a natural continuation of the work done by the previous three G20 presidencies. The adopted Leaders’ Declaration, he said, is “not just words” but a concrete commitment to improving people’s lives around the world. ✨ 🔚 During the final session, participants agreed to take joint action in three key areas: 1️⃣ Access to critical minerals 2️⃣ Ensuring decent working conditions 👷‍♂️ 3️⃣ Advancing artificial intelligence 🤖 South Africa also secured the official approval of all the initiatives it put forward as the host country. 🇿🇦🙌 🔗 Source: https://t.me/tvbrics/18083 #G20#SouthAfrica#Summit#Johannesburg#InternationalCooperation#ArtificialIntelligence#Labor#Labour#CriticalMinerals