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Source channel @githubtrending · Post #15314 · Dec 6

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#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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Journey to Fluency

@fluencyinenglish · Post #7908 · 02/17/2026, 07:57 PM

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Difference Between “drop out” and “be dropped out” Many people make this mistake: ❌ I was dropped out This sentence is grammatically incorrect. The correct structure is: ✅ I dropped out. Meaning: I voluntarily left or withdrew from school/university. Why “was dropped out” is wrong “Drop out” is an intransitive verb. It does not take an object, so it cannot be used in the passive voice. ❌ You cannot say: I was dropped out of university. Because dropping out is something you do yourself. Correct Usage If it was your decision: I dropped out of university. If it wasn’t your decision: Use other verbs to express that: I was expelled from university. I was forced to leave university. @fluencyinenglish #EnglishGrammar#GrammarTips#DropOut#PassiveVoice#IntransitiveVerbs#IELTSGrammar#CommonMistakes#LearnEnglish#TEFL

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Journey to Fluency

@fluencyinenglish · Post #7902 · 10/06/2025, 08:29 AM

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💡 چرا پیش‌رَوی خطی تم (Linear Thematic Progression) در آیلتس کاربرد خوبی دارد؟ 🔹 ۱. ایده‌ها را به‌صورت منطقی به هم وصل می‌کند در این نوع پیشروی، هر جمله ادامه‌ی طبیعی جمله‌ی قبلی است. در نتیجه، examiner احساس نمی‌کند ایده‌ها از هم جدا هستند. ✳️ متن مثل زنجیری منسجم و روان جلو می‌رود. 🔹 ۲. انسجام (Coherence & Cohesion) را بالا می‌برد در معیار نمره‌دهی آیلتس، انسجام نقش کلیدی دارد. اگر از پیشروی خطی استفاده کنی، ارتباط بین ایده‌ها کاملاً روشن می‌شود. ✅ همین باعث نمره‌ی بالاتر در این معیار می‌شود. 🔹 ۳. جریان فکری نویسنده واضح است وقتی هر جمله از اطلاعات جمله‌ی قبلی ساخته شود، examiner دقیقاً مسیر استدلالت را می‌فهمد. در نتیجه، متن علمی‌تر و حرفه‌ای‌تر به نظر می‌رسد. 🔹 ۴. برای گسترش یک ایده عالی است اگر می‌خواهی یک مفهوم را مرحله‌به‌مرحله توضیح دهی (مثلاً علت → نتیجه → پیامد)، این نوع پیشروی بهترین انتخاب است. 📘 مثال: > Online education gives students flexibility. This flexibility helps them manage time effectively. Better time management reduces stress and improves performance. 🟢 نتیجه: متن منسجم، طبیعی، و قابل‌درک است, دقیقاً همان چیزی که examiner برای Band 9 می‌خواهد. #IELTSWriting#Cohesion#Coherence#IELTSBand9#AcademicWriting#LinearProgression#WritingTips#IELTSIran#EFL#TEFL#IELTSTeacher

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