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AI model debugger for hallucinations

Build a tool that helps AI developers visualize why their models generate certain outputs.

Why now

As models grow more opaque, developers need better introspection tools.

Who for
AI development teams
Business model
Developer subscriptions
Effort
A few weeks

AI teams waste hours trying to understand model behavior.

Create interactive visualization showing attention patterns and prompt influences.

ML engineers pay for faster debugging during model development.

Start with basic attention mapping for popular open-source models.

Risk is rapid obsolescence as model architectures evolve.

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AI model debugger for hallucinations — Ideas