About Me

Founder and developer at STANDOUT Inc., based in Okayama, Japan. I build VATES, embeddable B2B AI infrastructure that developers integrate through an API, the way they would integrate Stripe or Twilio. Knowledge is held as structured plain text and interpreted at query time, so there is no vector database and no embedding pipeline. VATES is also a remote MCP server with OAuth 2.1, which lets AI agents query a customer's knowledge base directly. It runs as a ready-to-use SaaS too, as an embedded widget or a standalone URL.