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I build AI tools in Python and Streamlit that cut through complexity and actually ship.
Identity Compiler enforces career readiness using proof-of-work, not courses. It uses Gemini to infer market expectations, generate artifacts, and gate applications until public evidence exists.
Treat the patient not the disease
