Operating AI Agents in Production
I am turning multi-agent development, review, research, and monitoring into an operational system with human approval and observability.
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
I am turning multi-agent development, review, research, and monitoring into an operational system with human approval and observability.
I improve reading estimation, speech-recognition post-processing, and TTS preprocessing using evaluation data and real-world usage logs.
I continuously test consumer and developer products with a clear use case, a short path to launch, and room to improve from real usage.
I publish the same public profile data through HTML, Markdown, JSON, and MCP, creating a public layer that AI can read safely.
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.