The AI community lacks standardized tools for examining proprietary model architectures and decision processes.
Create an open-source toolkit for probing model behaviors, architecture inference and component analysis. Monetize through enterprise support and advanced features.
Start with basic instrumentation and analysis for popular model types. The challenge is keeping pace with rapidly evolving architectures.
This serves AI safety researchers and developers working with opaque third-party models.