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Source channel @githubtrending · Post #15311 · Dec 6

#rust#blockchain#cumulus#polkadot#substrate The Polkadot SDK is a powerful, open-source toolkit that lets you build your own blockchain or connect to Polkadot as a parachain. It gives you ready-made parts for common features like accounts, staking, governance, and cross-chain messaging (XCM), so you can focus on your unique logic instead of starting from scratch. You get full control over consensus, runtime, and networking, making it easier to launch fast while keeping your chain customizable, secure, and production-ready. https://github.com/paritytech/polkadot-sdk

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@githubtrending · Post #15600 · 04/04/2026, 11:30 AM

#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