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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 #14925 · Jul 7
#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5]. https://github.com/humanlayer/12-factor-agents
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Swift Academy
@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