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Source channel @githubtrending · Post #15295 · Nov 11

#python#ai#faiss#gpt_oss#langchain#llama_index#llm#localstorage#offline_first#ollama#privacy#python#rag#retrieval_augmented_generation#vector_database#vector_search#vectors LEANN is a tiny, powerful vector database that lets you turn your laptop into a personal AI assistant capable of searching millions of documents using 97% less storage than traditional systems without losing accuracy. It works by storing a compact graph and computing embeddings only when needed, saving huge space and keeping your data private on your device. You can search your files, emails, browser history, chat logs, live data from platforms like Slack and Twitter, and even codebases—all locally without cloud costs. This means fast, private, and efficient AI-powered search and retrieval on your own laptop. https://github.com/yichuan-w/LEANN

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Universe Mysteries 🪐

@cosmomyst · Post #110 · 08/10/2025, 01:11 PM

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🪐 The star HD 110432, found in the constellation Centaurus, is known for its intense X-ray flares and rapid spinning. This strange star belongs to the "gamma Cassiopeiae variables"—a class of hot, blue stars that shed material from their equators and produce mysterious, unpredictable bursts of X-rays unlike most other stars in our galaxy. ✨ #stars⚡#mysteries⚡#variables⚡#nasa⚡#galaxy⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries

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MDC Uzbekistan

@mdcuzbekistan · Post #11 · 05/16/2021, 04:46 PM

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O'zgaruvchilar Barcha dasturlash tillarida eng ahamiyatli o’rinlardan birida turadigan, hamda ko’pchilikka ilk dasturlashni boshlash chog’larida muammo bo’lishga ulgurgan, ushbu mavzu to’g’risida yaqin daqiqalar ichida tushunmovchiliklarga barham beramiz. 👉Batafsil 👨‍🏫 Mentor: Xondamir Abduxoshimov #csharp#variables#starter#dotnet .NET Uzbekistan Community __________ Telegram | Instagram | Youtube

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Suxrob Xurramov | Blog

@suxrobblog · Post #1168 · 10/10/2025, 05:03 AM

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Dizayn tizimingdagi tokenlar ish jarayonini qanday o‘zgartirib yuborishini bilasanmi? Komponentlar va auto layoutlar bu «zo‘r narsa», lekin tokenlarsiz sen vaqtni tejash va dizayndagi bir xillik (consistency)ning eng muhim qismini boy berasan. Tokenlar — bu ranglar (colors), shriftlar (typography), bo‘shliqlar (spacing) va boshqa uslubiy (style) parametrlar uchun o‘zgaruvchilar (variables) hisoblanadi. Tasavvur qil, bitta token qiymatini o‘zgartirasan va butun mahsulot avtomatik yangilanadi. 💎 50 ta ekran dizaynini qo‘lda tahrirlashni xohlaysanmi? 🤯 — Albatta yo‘q. Tokenlar bu ishni atigi ikki bosishda hal qiladi, xatolar sonini kamaytiradi va relizlarni (releases) tezlashtiradi. P.S. Tokenlar bilan ishlashdagi samarali tajribalarni izohda yozib qoldiramiz) @suxrobblog » #designsystem#token#variables

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