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Add LEVELS agent benchmark notebook for DSI Explorer #265

Description

@Ha-Tien-121

Benchmarking DSI explorer on tasks that covers:

Three complexity levels:

  • Level 1: single API/tool calls
  • Level 2: multi-step workflows
  • Level 3: hypothesis-level discovery tasks

Cover five data-management categories:

  • Search
  • Data Discovery
  • Data Preparation
  • Metadata Generation
  • Analysis & Summarization.

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