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yahayuta/README.md

yahayuta

DX engineer who turns conversations with business teams into systems people actually use. I build data platforms and generative-AI workflows, from requirements through operations.

What I do

  • Data platforms: build and run analytics foundations on BigQuery, dbt, TROCCO and Terraform, with dashboards in Looker Studio.
  • Generative AI at work: design business AI with Claude (MCP), Dify and n8n. I choose models, analyze wrong answers, and shape outputs so teams keep using them.
  • E-commerce integrations: develop and maintain integrations between multi-channel e-commerce platforms and order management systems.
  • Teams and enablement: led maintenance teams and offshore development (in English), and help non-engineers build their own tools.

Tech

  • Languages: Python, Java, PHP, JavaScript / TypeScript, SQL
  • Data & Cloud: BigQuery, dbt, Terraform, Google Cloud, AWS
  • AI: Claude (MCP), Dify, n8n, OpenAI, Gemini

Side projects

Project What it is
ec-analytics-platform Reference analytics platform for multi-channel e-commerce: dbt + BigQuery + Terraform, with every model tested in CI
business-ai-evals Evaluation harness for business LLM features: labeled cases, error taxonomy, prompt comparison and a CI quality gate
ec-orders-mcp Read-only MCP server that lets Claude analyse order data safely: guarded SQL, PII masking and an audit log
dify-business-ai Dify apps for order-sheet extraction and inquiry triage, where code checks the LLM output; accuracy measured on Dify Cloud
ec-order-hub Spring Boot service that imports orders from several marketplaces into PostgreSQL: incremental, idempotent, retried, with a review queue; Docker and Terraform for AWS
ai_bot_app AI chatbot for LINE and Facebook Messenger with text and image generation and voice transcription
ai_mate Low-latency voice-to-voice conversational AI with a Streamlit admin dashboard
ai_bot_app_insta Bot that creates images with generative AI and posts them to Instagram and Threads with Gemini-written captions
draponquest / pinball_mobile Game ports and remakes in JavaFX and Flutter

Writing

Tech articles on Qiita (in Japanese). Recent ones explain the design behind the side projects above:

Earlier articles cover OpenAI / ChatGPT, Vertex AI and AI bots.

Pinned Loading

  1. ai_bot_app ai_bot_app Public

    A multi-platform AI chatbot application for LINE and Facebook Messenger, featuring advanced text and image generation capabilities using OpenAI, Google Gemini, and Stability AI. Includes voice tran…

    Python 3

  2. ec-analytics-platform ec-analytics-platform Public

    Reference analytics platform for multi-channel e-commerce: dbt + BigQuery + Terraform, tested in CI on DuckDB with synthetic data.

    Python

  3. business-ai-evals business-ai-evals Public

    Dependency-free harness for evaluating business LLM features: labeled cases, error taxonomy, prompt/model comparison and a CI quality gate.

    Python

  4. ec-orders-mcp ec-orders-mcp Public

    Read-only MCP server that lets Claude analyse e-commerce orders safely: guarded SQL, PII masking, audit log, tested over stdio.

    Python

  5. dify-business-ai dify-business-ai Public

    Dify business AI apps (order-sheet extraction, inquiry triage) where code verifies the LLM output, with measured accuracy from Dify Cloud

    Python

  6. ec-order-hub ec-order-hub Public

    Spring Boot service that imports orders from several (fictional) marketplaces into PostgreSQL: incremental, idempotent, retried, with a review queue. Docker + Terraform for AWS.

    Java