Teruo Kunihiro

Japan / Remote

AI Integration Engineer

I help teams design and ship reliable AI features for existing products, from early investigation and architecture through model selection, tool integration, permissions, and implementation.

Full-stack foundations, focused on AWS Bedrock, LLM agents, MCP, TypeScript, and Go.

AI integration

I can join at any stage: clarifying an idea, reviewing architecture, comparing Bedrock models and cost, building MCP or tool integrations, improving agent reliability and permissions, or implementing the feature in an existing TypeScript or Go product.

serverless-agent

An AWS reference implementation for a tool-using AI assistant, with Slack and LINE adapters, memory, scheduled tasks, and Bedrock AgentCore.

Reference implementation

docs-ssh

A self-hosted document server with SSH access for AI agents, a browser viewer, and a retrieval benchmark harness.

OSS / TypeScript

EnvVault

A local secret launcher that resolves envvault:// references from OS credential stores without putting raw secrets in .env files.

OSS / Go

Recent writing

All posts

Jul 6, 2026

Project Docs over SSH for AI Agents

An experiment in exposing project docs and agent work notes as a shell-native filesystem over SSH, with early MultiHop-RAG benchmark results.

Recent projects

AI assistant for project management SaaS

Implemented AI assistant features in a widely used business SaaS product.

Professional work

AI analysis feature for a listed company

Implemented an AI analysis feature around an existing product, business data, permissions, and product constraints.

Professional work

Skills

Languages
TypeScript, Node.js, Golang
Areas
Front-end development, server-side development, AI integration, AI agents
Experience
Browser-based AI agents, SaaS development, internal tools, admin screens

Work inquiries

I can help with investigations, reviews, prototypes, partial implementation, or end-to-end AI integration. Send the current context and where you would like support.