The places, roles, and turning points that shaped how I work.
Wrote 130+ approved SWE-bench-style tasks from real bugs in my own repositories and 120+ approved Terminal-Bench tasks in ML and compilers. Each one ships fail-to-pass tests, a reference fix and a pinned Docker image, and has to hold up against frontier coding agents.
Wrote 30+ Terminal-Bench 2.0 tasks: Docker and Linux environments with realistic failures and automated grading. Graded a frontier lab's code-review model on real GitHub pull requests and wrote rationales used as RLHF data.
RLHF on front-end coding across several projects: ranked, rewrote and critiqued model responses. Audited a frontier assistant's extension calls (maps, notes and more) for the right call and a grounded answer.
Graduated in 2026. Thesis on catching lies in a 70B language model from its internal activations. Coursework across AI, systems, electrical engineering and math.
Completed higher secondary education at Notre Dame College.