Quick Answer: The best open-source LLM in 2026 depends on your task. DeepSeek V4 leads coding benchmarks, Llama 4 Maverick suits local agentic work, Mistral Large 3 balances multilingual tasks, and Qwen 3.5 Max offers permissive licensing.
Open-source LLM releases accelerated in June 2026 when four major models landed on Hugging Face within six weeks. DeepSeek AI shipped V4 on June 9 with 1.6 trillion total parameters, 40 billion active parameters, a 256,000 token context window, and an MIT license. Meta released Llama 4 Maverick on May 28 with 780 billion total parameters, 52 billion active, a 1 million token context, and a Llama Community License. Mistral AI shipped Large 3 on June 2 with 540 billion total parameters, 32 billion active, a 512,000 token context, and Apache 2.0. Alibaba released Qwen 3.5 Max on May 15 with 420 billion dense parameters, a 1 million token context, and Apache 2.0. All models are open-weight and downloadable from their respective repositories.
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