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Source channel @githubtrending · Post #15307 · Dec 4

#go#cncf#containers#go#kubernetes Kubernetes is an open system that helps manage and run apps in containers across many computers. It makes it easy to deploy, update, and scale apps automatically, so they stay fast and available even when demand changes. If something fails, Kubernetes fixes it quickly without needing manual help. This means apps run smoothly, use resources efficiently, and need less time and effort to manage, saving money and letting teams focus on building new features instead of fixing problems. https://github.com/kubernetes/kubernetes

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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