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omni-front/README.md

「機械に知能を、人間に自由を」 Intelligence to machines, freedom to humans.



$ whoami — 自己紹介

class OmniFront:
    """AI/ML Engineer building intelligent systems."""

    role      = "AI/ML Engineer"
    focus     = ["LLM Systems", "RAG Pipelines", "Voice AI", "Agent Architectures"]
    languages = ["Python", "TypeScript", "SQL"]
    daily     = ["PyTorch", "LangChain", "FastAPI", "Docker"]

    def motto(self):
        return "常に学び、常に作る — Always learning, always building."

技術スタック — Tech Arsenal

🧠 AI / Machine Learning

⚡ Backend & Frameworks

🗄️ Databases & Vector Stores

☁️ Cloud & DevOps

作品集 — Featured Projects

Real-time medical voice assistant powered by LangChain + Twilio + OpenAI. Handles patient scheduling, FAQ, and triage via natural conversation.

Python LangChain Twilio OpenAI

Building retrieval-augmented generation pipelines from zero — embeddings, vector stores, chunking strategies, and evaluation.

Python LlamaIndex ChromaDB OpenAI

Autonomous ad operations agent using Vertex AI + Gmail API + Google Ad Manager. Automates campaign setup and trafficking workflows.

Python Vertex AI GCP FastAPI

Comprehensive tutorial covering chains, agents, RAG, tool use, memory, and advanced patterns with hands-on notebooks.

Python LangChain OpenAI Jupyter

統計 — GitHub Analytics

  





常に学び、常に作る
Always learning, always building.

Pinned Loading

  1. Ad-Trafficking-Agent Ad-Trafficking-Agent Public

    AI-powered ad trafficking automation using Google Cloud Vertex AI, Gmail API and Google Ad Manager

    Python 4

  2. AI_Agent AI_Agent Public

    RAG-powered AI assistant using LangGraph, LangChain, OpenAI GPT-4o and MongoDB Atlas vector search

    Python

  3. ConstructIQ ConstructIQ Public

    Semantic search API for building permits using vector embeddings, FastAPI & Pinecone

    Python

  4. rag-from-scratch rag-from-scratch Public

    Building RAG (Retrieval-Augmented Generation) pipelines from scratch

  5. Streamlit-Chatbot Streamlit-Chatbot Public

    PDF-upload chatbot built with Streamlit and OpenAI for document Q&A

    Python

  6. VoloHealthGPT VoloHealthGPT Public

    AI psychological support chatbot using Llama 3.1 with RAG architecture

    Python