Private deployment is no longer a luxury. We compare Qwen3, DeepSeek-V3, and Llama 4 on licensing, Chinese capability, and deployment cost, with a scenario-based decision table for solo founders.
We tested 12 mainstream open models on identical hardware across Chinese writing, coding, reasoning, and multi-turn dialogue, then calculated real deployment costs. Some findings defy intuition.
2026-05-28约 12 min de lecture4317
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