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Notes:
- checkout different quantized models locally, e. g. Gemini-flash 2.5, Deepseek-R1
- update agent.run() method, so it attaches the attachments via additional_args or images parameter
  see https://smolagents.org/docs/tools-of-smolagents-in-depth-guide/ and https://github.com/huggingface/smolagents/blob/main/src/smolagents/agents.py
- checkout https://huggingface.co/blog/open-deep-research#using-a-codeagent and https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research
- add more tools: 
  - video q&a: https://huggingface.co/spaces/lixin4ever/VideoLLaMA2,