David Balin
Computer Science & Mathematics @ Vanderbilt University
Building MLOps & token optimization + some cool projects.
Here are my thoughts and things I'm exploring.
Projects

LLM Router | Predicting Model Failure
Reproduced the PIKA paper on cost-aware LLM routing. Matched the best single model's accuracy at 82% lower cost. Two of the paper's four claims failed to replicate.

MeGPT | Text Like Me
Fine-tuned Llama 3.1 8B on 7 years of my iMessages. Runs locally. Reverse-engineered Apple's NSArchiver typedstream to recover 97% of blob-only messages.

Spectrum Exchange | $50K Hackathon Winner
Won Vanderbilt's Dry Dock Venture Studio Hackathon. A pricing and liquidity model for a real-time spectrum market, pitching VCs at NYC Tech Week.

ML March Madness Predictor
A logistic regression model from scratch, trained on 572 games. 78.1% accuracy.
A bit about me
Experience
Ellucian
Software Engineering, AI Automation & Deployment
ABCloudz
Software Engineering, DB Modernization