Benchmarking LLMs (2024–25) for information source detection and quality measurement
Convened the News Distribution Ethics Roundtable, bringing together product, policy, and Trust & Safety leaders to discuss distribution fairness
Led a cross-disciplinary university engineering-media ethics team (2021–22) that developed news annotation software analyzing 1.3 million articles for source diversity
Partnered with WordPress/Newspack to create the Source Diversity Dashboard (2023), demonstrating AI-assisted, human-overseen on-demand source tracking to 20+ U.S. newsrooms
Served as Tech Lead for The Trust Project, guiding 30+ global news brands in implementing transparency metadata standards
Served on the Partnership on AI's steering committee for AI and Local News
Advised CNTI’s global public survey (2024–25) on news and AI
Trains professionals in OSINT and media ethics; mentors undergraduate and graduate students from humanities, social sciences, and engineering