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Source channel @githubtrending · Post #15423 · Jan 20

#html#ai_agent_tools#ai_agents#ai_tools#code_execution#code_executor#code_runner#competitive_programming#online_compiler#online_judge#online_judges#onlinejudge#onlinejudge_solution Judge0 is a free, open-source tool that safely runs code from over 90 languages online. It's fast, scalable, and sandboxed for AI agents, coding platforms, e-learning, and job tests. Use its simple API or Python SDK to execute code easily—self-host it or try the cloud. This helps you build apps quickly without managing servers, saving time and ensuring secure code testing. https://github.com/judge0/judge0

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

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#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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#python #apple_silicon #florence2 #idefics #llava #llm #local_ai #mlx #molmo #paligemma #pixtral #vision_framework #vision_language_model #vision_transformer