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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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@immunefi · Post #452 · 06/07/2022, 02:50 PM

How well do you know the major vulnerabilities and attack vectors of Blockchain and Web3? A few areas of risks to look out for when working on a blockchain project: - Attacks on the Consensus Mechanism - Blockchain structure vulnerabilities - Application-oriented attacks - Attacks on P2P systems To decrease the risk of a potential hack and protect your user funds, projects are highly recommended to use Immunefi's bug bounty platform. 🔍🔍🔍 #Immunefi is Web3's leading bug bounty platform, protecting over $100 billion in user funds. Follow us for more content on #BugBounty, #BugBountyTips, #Web3, #Crypto, #Blockchain, #Cybersecurity, #DeFi, #Hackers, #WhiteHats and more.