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Keynote: To Nemotron and Beyond: Building the Open Source AI Ecosystem

Talkat Open Source Summit Korea 2026 · on Wednesday, 2026-08-12· at 09:10· Grand Ballroom 2-3· [open-source, large-language-models]
links:none on file
slides:none on file

NVIDIA claims open weights are driving an agentic open-source stack and lists concrete outputs: 650 open models and 250 open datasets on Hugging Face, LangChain at ~80M downloads, and a new NeMo family (Nemotron / NeMo 3 lightning) with a 30B/3B-active configuration that runs on a single H100 and competes with much larger models after fine-tuning. The openness score highlights missing methodology and pretraining provenance, and demonstrates that weights plus recipes enable task-specific post-training and faster customization.

AI-written summary · about

  1. 0:00Introduction
  2. 1:05Open source ecosystem
  3. 2:08Open models democratization
  4. 3:55NVIDIA’s open source AI
  5. 4:59Open models accelerate innovation
  6. 6:27Rising cost of reasoning
  7. 7:10True open source vs open weights
  8. 9:01AI Openness Index gaps
  9. 10:05Beyond model size
  10. 11:32Building open AI ecosystem
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