Phases
Approaches
Agent w/o HITL -
https://huggingface.co/blog/open-deep-research
Manager Agent (CodeAgent)
Tool-Calling Agent (ToolCallingAgent): searching, navigating, and inspecting web pages
Agent w HITL -
https://openai.com/index/introducing-deep-research/
https://blog.google/products/gemini/google-gemini-deep-research/
Workflow w/o HITL -
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https://github.com/mshumer/OpenDeepResearcher
https://github.com/langchain-ai/ollama-deep-researcher
Workflow w/ HITL -
‣
Evaluation
GAIA
466 questions covering various domains, some multi-modal
Deep Research, OpenAI: 67.36% score
Deep Research, Hugging Face: 55% score