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@testflightynoti · Post #37344 · 05/01/2026, 07:45 PM
#Stance#Level#Up#Your#Activity Join the Stance: Level Up Your Activity beta on ✈️#TestFlight 🔗 Link: https://testflight.apple.com/join/nsGXh3FF Shared by Dimitri
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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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@swift_academy · Post #278 · 02/27/2026, 09:19 AM
𝙱𝚎𝚐𝚒𝚗𝚗𝚎𝚛 > 𝙹𝚞𝚗𝚒𝚘𝚛 > 𝙼𝚒𝚍𝚍𝚕𝚎 > 𝙼𝚒𝚍𝚍𝚕𝚎+ > 𝚂𝚎𝚗𝚒𝚘𝚛 Har birimiz shu yo‘ldan o‘tganmiz, o'tmoqdamiz va yoki boshlaganmiz... Beginner: Eng ko'p kod yozadi. Xatolarni tushunishga harakat qiladi 'SI hamma narsa qiloladi' degan moodga tushib qolish ehtimoli katta 😄 Junior: Kodni ishlaydigan qilishni biladi. Logic yaxshilanadi Xatolardan yo o'sadi yoki tark etadi 😉 Lekin hali “clean code” refleks darajasida emas Middle: Ixcham va o‘qilishi oson kod yozadi Refactor qilishdan qo‘rqmaydi Bu yerda tafakkur o‘zgaradi: “Qanday ishlaydi?”dan > “Qanday yaxshiroq ishlaydi?”ga o‘ta boshlaydi. Middle - Doim o'rtada qolib ketish ehtimoli bor 🥱 Middle+: Qisqa kod yozish va Patternlarni ko‘rib boshlaydi “Buni umumlashtirish mumkin” deydi, ammo har doim ham emas 😉 Kod yozishdan ko'ta tizim ko‘rishni boshlaydi Bir funksiya emas, butun modul haqida o‘ylaydi Senior: Hozirgi vazifani emas, kelajakni ko‘radi Kod yozmaydi - arxitektura o‘ylaydi “Bugun ishlaydi” emas, “2 yildan keyin ham ishlaydi” deb yozadi Va eng qizig‘i: Senior eng kam kod yozadi 😄 Lekin eng ko‘p fikrlaydi. Xulosa: Beginner xatoni ko‘rmaydi Junior xatoni sezadi Middle xatoni tuzatadi Middle+ umumlashtiradi Senior kelajakdagi xatolarni oldini oladi MUHIM: Beginner, Junior va hatto Middle darajasida ham kodni avvalo o'zingiz yozing, SI esa faqat muhokama qilish & tushuntirish & o'rganish va tez izlanish uchun toki muammoni Proyekt darajasida ko'ra olish va yechimni tizimli shakllantira olish saviyasiga yetmaguncha. Batafsil: https://lnkd.in/dTyhYbpW Siz o‘zingizni qaysi bosqichda ko‘ryapsiz? #ios#swift#level#junior#middle#senior Mukhriddinbek Samidov 🔗YouTube | Instagram | LinkedIn | Telegram | Medium