Switch from zero: ship a human-in-the-loop data quality agent to your team chat

I spent the Flip the Switch hackathon building Shield , an agent that checks a daily table, explains what it finds in a team channel and only fixes data after a person approves. This post is the guide I wish I had on day one: how to self-host Switch with no desktop app, how a custom agent joins a r…