I study how information can be represented, retrieved, and analyzed effectively across large, distributed, and privacy-sensitive environments. My current work brings together information retrieval, small and local language models, multi-agent systems, and information-theoretic methods. Recent projects examine evidence design for retrieval-augmented question answering, agentic scholarly communication, privacy-preserving library analytics, and LIT/DLITE measures for search and machine learning.