I built a Python library that replaces database authentication with AI semantic validation

The Problem I Was Trying to Solve I was building a flower classifier app that collects data from anonymous users. I wanted users to submit flower information to my database - but I had no way to stop them from submitting garbage, malicious data, or duplicates. The traditional solution is authentication. Make users, verify their identity, manage sessions. But here's the problem - nobody wants to create an account just to submit a flower fact. Authentication kills participation.