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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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@abmedia_news · Post #24483 · 05/10/2026, 12:47 AM

【🔒 資訊安全|LayerZero 公開道歉、承認 1/1 DVN 配置設計缺陷:預設全面升級至 5/5】 LayerZero 5/9 公開道歉,承認 Kelp DAO 4/18 駭客事件中的設計缺陷:「我們允許 DVN 在高價值交易中以 1/1 模式運作、是一個錯誤。」立場從前數週指責 Kelp 自家配置選擇,反轉為承認自身基礎建設責任。同步公布技術政策修正:DVN 不再為 1/1 配置提供服務、所有路徑預設遷移至 5/5、最低 3/3。態度反轉發生在 Solv Protocol 5/8 公布 7 億美元代幣化 BTC 遷移到 Chainlink 的次日。 #LayerZero#KelpDAO#DVN 📍閱讀全文: https://abmedia.io/layerzero-public-apology-kelp-dao-exploit-dvn-may-2026