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Traditional NLP tools failed. LangExtract is Google's bet to fix enterprise NLP extraction once and for all.
It turns out BERT's masked language training looks suspiciously like a single step of discrete text diffusion.
Alibaba's Qwen3-VL 4B/8B models deliver enterprise-grade vision-language AI that runs locally on consumer hardware via GGUF, MLX, and NexaML.