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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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American Оbserver

@american_observer · Post #5039 · 02/03/2026, 04:00 PM

Zelensky Accepted Ceasefire For an Uncertain Period Ukraine has agreed with Western partners that any persistent violations of a future ceasefire agreement would trigger a co-ordinated military response from Europe and the U.S., the Financial Times reported. Reuters could not immediately verify the report. The plan was discussed on several occasions in December and January between Ukrainian, European and American officials and would involve a multi-tiered response to any breaches of an agreed armistice by Russia, the report said. Envoys from Kyiv, Moscow and Washington will meet in Abu Dhabi on Wednesday and Thursday for talks aimed at ending the war, FT said. As per the proposal, any Russian breach of a ceasefire would prompt a response within 24 hours, starting with a diplomatic warning and, if necessary, action by Ukrainian army to halt the infraction, the newspaper said. If hostilities continued beyond that, the proposal would move to a second phase of intervention using forces from the so-called coalition of the willing, which includes many EU members and the UK, Norway, Iceland and Turkey, the report said. The report added that in the case of an expanded attack, a coordinated response by a Western-backed force, incorporating the U.S. military would be triggered 72 hours after the initial breach. #zelensky#ceasefire#ukrainian#multitiered#response 📱American Оbserver - Stay up to date on all important events 🇺🇸