Projects
Things I've built and research I've worked on.
-
Database Reporting Agent: a multi-agent text-to-SQL pipeline
A multi-agent text-to-SQL pipeline over a 15+ table enterprise database, with schema resolution, query generation, guardrails, validation, caching, and an evaluation suite.
-
Data extraction from fine-tuned LLMs: a replication of a NeurIPS 2025 attack
Replicating a NeurIPS 2025 attack that uses pre- and post-unlearning checkpoints to boost extraction of memorized data by up to 60%, confirming a side-channel vulnerability in exact unlearning.
-
Steering chain-of-thought length — and what it does to faithfulness
Selective weight editing of short-reasoning attention heads to steer chain-of-thought length, and a follow-up look at how the resulting longer reasoning affects faithfulness.