Create a LangChain Deep Agents Harness Profile for NVIDIA Nemotron 3 Ultra to Improve Performance
Source
Sean Lopp
Author
Sean Lopp
Published
Why it matters
Matching the harness to a cheaper model can close more of the gap than switching models.
Agentic systems often face a trade-off between accuracy and cost.
The highest-performing proprietary frontier models and harnesses provide top accuracy but are...
Fine-tuning offers one way to address this problem.
Smaller or more efficient open models starting with lower accuracy are taught to perform better with specific agen
Transcript
Agentic systems often face a trade-off between accuracy and cost. The highest-performing proprietary frontier models and harnesses provide top accuracy but are... Agentic systems often face a trade-off between accuracy and cost. The highest-performing proprietary frontier models and harnesses provide top accuracy but are expensive. Fine-tuning offers one way to address this problem. Smaller or more efficient open models starting with lower accuracy are taught to perform better with specific agents. However, fine-tuning requires expertise and hardware for… Source
