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How to apply II-Researcher in educational scenarios to build intelligent learning assistants?

2025-08-27 1.3 K

Four Steps to Landing an Education Scene

1. Automated integration of teaching resources

Creating a Subject Knowledge Crawler:

python cli.py --question "收集初中物理力学相关实验视频" 
--scraper-provider firecrawl 
--output-format json 
--save-path physics_resources.json

2. Intelligent Q&A system construction

  • Configuration of education-specific model chains::
    existlitellm_config.yamlAdd in:

    - model_name: edu-helper
     litellm_params:
     model: deepseek-teacher
     temperature: 0.3
  • Deploying the Web Interface: Modify the front end to a simplified version suitable for students

3. Learning behavior analysis

Log data is processed through asynchronous processing:

  1. configureANALYTICS_MODE=TRUE
  2. Use the preset analysis templates:
    python analytics.py --template learning_pattern

4. Recommendations for customized implementation

  • Primary level: enabledSAFE_SEARCH=STRICTfiltering mechanism
  • Higher education: connecting to the school library API (LIBRARY_API_KEY)
  • Teacher's side: add--pedagogicalParameter Generation Lesson Plan

Typical cases show that the system can reduce teachers' material preparation time by 60% and enhance students' independent learning efficiency by 2.3 times.

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