1. Helping AI agents navigate the MCP/SaaS ecosystem without trial-and-error 2. Persistent memory and context management for AI coding agents
Background in accounting automation for Japanese SMBs. Interested in agent infrastructure, MCP tooling, and cross-model interoperability.