Building and operating AI agents that inform business decisions.

Currently, I focus on AI agents, Japanese and speech processing, small internet products, and a public context foundation that humans and AI can share.

As of 2026-07-10

Current focus

Operating AI Agents in Production

I am turning multi-agent development, review, research, and monitoring into an operational system with human approval and observability.

AI agents / MCP / automation / observability

Japanese and Speech Processing Stack

I improve reading estimation, speech-recognition post-processing, and TTS preprocessing using evaluation data and real-world usage logs.

Japanese / STT / TTS / evaluation

Small Internet Products

I continuously test consumer and developer products with a clear use case, a short path to launch, and room to improve from real usage.

0 to 1 / consumer / developer tools / validation

Public Context for Humans and AI

I publish the same public profile data through HTML, Markdown, JSON, and MCP, creating a public layer that AI can read safely.

public context / MCP / llms.txt / structured data

What this page does not include

Only a public snapshot of the present.

This is a public summary of my current work. It does not include private client projects or personal information.

This is not a fixed résumé. It is a public snapshot of the themes I am prioritizing now.