I build applications and integrations that give AI tools useful context and a clear job to do. This site's editorial setup connects a browser-based content system with MCP tools for finding and editing records. Drafts stay separate from public content, and access is scoped to the editorial work.
That work sits alongside my interest in retrieval and local models. I want the connections to be understandable: where information came from, what a tool may change, and how a person can review the result.