February 10, 2026 | Privacy and Public Policy Conference, Georgetown University

Natural Language Access To Privacy-Preserving Data: Integrating The Model Context Protocol With Differentially Private Query Engines

Solving one of the long-standing issues in privacy-preserved data sharing: lowering the technical bar to access with LLMs, MCP servers, a differential privacy query engine, and a novel technology pioneered by the World Bank: Proof Carrying Numbers.

November 17, 2025 | Future of Privacy Forum AI Working Group

AI Quality Characteristics Benchmarks & Standards in Late 2025

Overview of AI benchmarking and standards landscape, along with initial results from the MLCommons' AILuminate Jailbreak v0.5 benchmark release

September 18, 2025 | Eyes Off Data Summit, Dublin, IE

Lost in Translation: When Scientists, Regulators, and Industry Walk into a Bar... and Nobody Gets It.

Deploying privacy-enhancing technologies is hindered by misaligned incentives across researchers, regulators, and industry