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How can multi-agent AI be applied to achieve efficiency breakthroughs in academic research scenarios?

2025-08-28 1.5 K

Typical Application Scenarios

In the whole process from literature review to the finished paper, the researcher needs to spend 60% time on repetitive work.CortexON can be realized:
- Reduction in time-consuming literature searches 80%
- Increase data organization efficiency by 5 times
- Chart generation on-the-fly

Specific implementation pathways

  1. Literature phase::
    • Configuring Web Proxy to Crawl Google Scholar/PubMed
    • Set search syntax: "intitle:deep learning site:.edu after:2022″
  2. analysis phase::
    • Automatically categorize PDFs (by subject/author/impact factor) with document agents
    • Calling Zotero management references in conjunction with API proxies
  3. writing stage::
    • Code Agent to generate LaTeX templates
    • Executive Agent coordinates assembly of modules

Parameter Optimization Recommendations

Add in .env:
ACADEMIC_MODE=true
MAX_PAPER_PAGES=50
CITATION_STYLE=APA

And create research_workflow.yaml to define academic-specific processes

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