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Source channel @githubtrending · Post #15600 · Apr 4

#python#apple_silicon#florence2#idefics#llava#llm#local_ai#mlx#molmo#paligemma#pixtral#vision_framework#vision_language_model#vision_transformer MLX-VLM lets you run, chat with, and fine-tune Vision Language Models (VLMs) plus audio/video models on your Mac using MLX—install easily with `pip install -U mlx-vlm`. Use CLI for quick text/image/audio generation (e.g., `mlx_vlm.generate --model ... --image photo.jpg`), Gradio UI for chats, Python scripts, or a FastAPI server with OpenAI-compatible endpoints supporting multi-images/videos. Features like TurboQuant cut KV cache memory by 76%, and LoRA/QLoRA fine-tuning works on consumer hardware. You benefit by experimenting with powerful multimodal AI locally—fast, memory-efficient, no cloud costs, perfect for Mac users tweaking models affordably. https://github.com/Blaizzy/mlx-vlm

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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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