§ lab · 2011–present
predictive market models
TensorFlow and PyTorch models for stock and ad-buying analysis — since 2011.
Freelance predictive modeling across stock market data and ad-buying market analysis, from TensorFlow/PyTorch model development through enterprise integrations. This is the long tail behind the AI work: I was building models years before the current wave had a name.
Full case study in progress — artifacts pending clearance or writing time. The insight below is already earned.
The agentic work ships because of the years of manual work underneath it. There is no shortcut era that skips the fundamentals.
the insight