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Source channel @githubtrending · Post #15168 · Sep 25

#python#ai#context#embedded#faiss#knowledge_base#knowledge_graph#llm#machine_learning#memory#nlp#offline_first#opencv#python#rag#retrieval_augmented_generation#semantic_search#vector_database#video_processing Memvid lets you store millions of text pieces inside a single MP4 video file using QR codes, making your data 50-100 times smaller than usual databases. You can search this video instantly in under 100 milliseconds without needing servers or internet after setup. It works offline, is easy to use with simple Python code, and supports PDFs and chat with your data. The upcoming version 2 will add features like continuous memory updates, shareable capsules, fast local caching, and better video compression, making your AI memory smarter, faster, and more flexible. This means you get a powerful, portable, and efficient way to manage and search huge knowledge bases quickly and easily. https://github.com/Olow304/memvid

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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