At ToggleSoft, I productionized an OCR and vision-model document extraction platform with an error-learning feedback loop, improving document and field-level F1 scores from 87% to 93%. I also built FastAPI services for statement verification and contradiction detection.
I designed RAG pipelines integrating open-source LLMs for dossier generation and fact-checking, and owned prompt engineering and model evaluation for NLI tasks. My work also covered backend infrastructure for request routing, model serving, and API design.
At Pichuka, I built a personal analytics platform that tracks time across applications, websites, editors, and terminals. It works offline, keeps activity data on-device, and includes a lightweight macOS and Windows agent.
Across my work, I’ve contributed patches to CPython, Django, NumPy, Pytest, and Rust ecosystem projects, and previously maintained Mongomock. I’m an AWS Certified Solutions Architect – Professional.
