README.md

AVILEN Linkers Project Portfolio

December 2024 - February 2025

Overview

This repository documents my work as an AI Developer at AVILEN, where I implemented an automated research system based on the STORM architecture. The system generates comprehensive research reports in Japanese by gathering and synthesizing information from academic papers, patents, and web sources.

Project Phases

Phase 1: Technology Evaluation (December 2024)

• Led evaluation of various AI technologies and search APIs
• Created systematic assessment framework
• Documented capabilities and limitations of different approaches

Phase 2: Implementation & Testing (January-February 2025)

• Implemented STORM architecture with Japanese language support
• Created separate implementations for different data sources:
  • Academic paper research using OpenAlex API
  • Patent information search using SerpAPI
  • Web information search using DuckDuckGo
• Documented system design and results in both Japanese and English

Repository Structure

AVILEN-linkers-project-portfolio/
├── images/
├── notebooks/
│   ├── Topic3_Scholarly_Research_STORM.ipynb
│   └── Combined_Search_Implementation.ipynb
├── README.md
├── technology-evaluation/
│   └── README.md
└── implementation/
    ├── README.md
    └── experimental-outputs/

Key Features

• Japanese language support throughout the system
• Modular search implementations for different source types
• Multi-perspective research approach
• Automated citation management
• Structured data handling using Pydantic

Technologies Used

• AI/ML: LangGraph, OpenAI GPT models
• Search APIs:
  • OpenAlex API for academic papers
  • SerpAPI for Google Patents
  • DuckDuckGo for web search
• Development: Python, Pydantic
• Documentation: Bilingual (Japanese/English)

Test Topics

System tested with topics including:

• エクソソームの研究のトレンド (Exosome Research Trends)
• アミンを用いた固体状のCO2吸着剤のトレンド (CO2 Absorption Technologies)
• 熱・風以外の方法で髪の毛を乾かす技術のトレンド (Novel Hair Drying Technologies)
• 安全に関する行動変容手法のトレンド (Behavioral Change Methods)
• 加熱調理器における料理品質・体験・機能に関する開発のトレンド (Cooking Appliance Innovations)