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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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Venture Village Wall 🦄

@venturevillagewall · Post #3795 · 01/05/2025, 10:00 AM

Gold and Bitcoin Gain Structural Significance JPMorgan analysts predict lasting inflation hedging strategies as gold and Bitcoin solidify their roles in investor portfolios. They deem 2024 pivotal for the crypto market with a projected influx of $78 billion. Notably, the share of gold investments among private investors is also on the rise. Read more: ForkLog #JPMorgan#Bitcoin#Gold#Crypto#Investing#Inflation#MarketTrends#Finance#WealthManagement#InvestmentStrategies #2024 #CapitalFlow#DigitalAssets#PortfolioManagement#Cryptocurrency#Hedging#FinancialInsights

Journey to Fluency

@fluencyinenglish · Post #7900 · 10/03/2025, 01:15 PM

در IELTS Speaking، خصوصاً Part 3، نمره شما بر اساس مهارت زبانی (Fluency & Coherence, Lexical Resource, Grammatical Range & Accuracy, Pronunciation) داده می‌شود، نه میزان اطلاعات عمومی یا صحت factual. ✅ راهکارهای عملی 1. از تردید کردن نترسید و صادق باشید جملاتی مثل: “I’m not an expert in this field, but I think…” “I don’t know much about this, although it seems that…” به شما اجازه می‌دهد بدون توقف ادامه دهید. 2. استفاده از speculation یا حدس منطقی وقتی نمی‌دانید، می‌توانید با حدس منطقی نظر بدهید: “It might be because…” “Perhaps this will lead to…” 3. مثال شخصی یا تجربه روزمره بیاورید “From my own experience…” یا “In my city/school…” حتی اگر اطلاعات عمومی کم باشد، مثال شخصی به طولانی‌تر شدن پاسخ و انسجام کمک می‌کند. 4. تمرکز روی انسجام و روانی صحبت از ضمیرها و ربط‌دهنده‌ها (this, that, these, however, on the other hand) استفاده کنید تا جمله‌ها به هم وصل شوند. 5. استفاده از واژگان پیشرفته و ساختارهای گرامری متنوع به جای تکیه روی اطلاعات، از واژگان دقیق و اصطلاحات متداول آیلتس استفاده کنید: “plays a pivotal role” “poses a significant challenge” “from my perspective” 🔹 نمونه پاسخ با speculation Q: Do you think governments should invest more in renewable energy? > “I’m not fully aware of all the policies, but I think governments should invest more in renewable energy. It might help reduce pollution and create new jobs. For example, building more solar farms could provide electricity for many households. Although I don’t know all the details, it seems like a positive step for the future.” #IELTS#IELTSSpeaking#SpeakingTips#Hedging#Speculation#Fluency#Coherence#LexicalResource#Band8#آیلتس#Part3#EnglishSpeaking#LanguageTips#AdvancedEnglish#Pronunciation