Research & applied engineering case studies
Consensus Graphs (ConGrs): a DAG-based data structure that synthesizes epistemic signals across multiple sampled LM responses into a single, more reliable response. Accepted to COLM 2026.
A meta-evaluation measure for LLM micro-benchmarking that reveals when small evaluation subsets fail to reliably preserve model rankings from full benchmarks. ICLR 2026 Oral.
Real-time, camera-based assembly verification deployed to Fortune 500 manufacturing lines, achieving 98% detection accuracy while cutting manual annotation overhead by 80% through synthetic data generation.
A computer-vision ergonomics risk assessment module for continuous, objective monitoring of workplace safety and regulatory compliance on manufacturing floors.
Two tightly-related production workstreams: knowledge distillation and TensorRT optimization for low-latency edge inference, and a scalable cloud recommender system driving conversion.
A production-grade GenAI explainability system for entertainment content performance, combining multi-platform social signal forecasting with ensemble LLM-as-a-judge attribution for non-technical stakeholders.
Portfolio in progress. I'm actively open-sourcing projects to GitHub and adding new case studies here over time.