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High-end versions (34B) require significant VRAM—up to 80GB+ per GPU for full fine-tuning.

Researchers needing long-context analysis or developers building local chatbots.

It matches GPT-3.5 quality while remaining more cost-effective for developers.

The "2K" in the title likely refers to the , a standout feature that allows the model to process entire books or massive codebases in one go.