NuExtract 2.0 8B is a specialist, not a generalist — it's built around structured data extraction from text and images, and that focus shows in how reliably it pulls structured information from unstructured content. At 8B parameters it runs efficiently on modest hardware, and the 128K context window means it can handle long documents without chunking. The trade-off is that it's narrowly optimized; don't expect it to shine at open-ended reasoning or creative tasks.