The blog post explains the shift from prompt engineering, carefully wording individual requests to get better AI responses, to context engineering, which focuses on designing the entire information environment an AI uses to produce results.
What is Vandalizer, how do I get access, and how do I get support?
by Michael Overton, PhD Original post
When Can AI Be Used in Research Administration? It Comes Down to One Question: Does It Matter How the Work Got Done? By Nate Layman AI tools are remarkably capable, and they are getting better fast. They can digest hundreds of pages of sponsor guidelines in seconds, draft polished narrative text from rough notes, and…
Research administration has always been a profession defined by reaction. New regulations arrive and we react.
University research departments receive billions of dollars in federal grants each year, but managing those grants is surprisingly old-fashioned. When a university gets a grant award, the official notice arrives as a PDF, and staff have to manually copy all the important details
Structured RAG, presented by Python creator Guido van Rossum at PyBay 2025, addresses a fundamental limitation of classic RAG: the loss of relationships between information fragments. Instead of embedding raw text into vectors, structured RAG extracts entities, relationships, and actions from conversations and stores them in queryable databases with inverted indices.
In this guide, you’ll learn how to build your first workflow by following a real-world example — creating a Request for Applications (RFA) checklist from start to finish.
The research enterprise is never static, and neither are the Research Administration (RA) offices that work to turn its gears. RA offices are always responding to shifting conditions in the field, such as developing compliance requirements and growth in their institutions’ research portfolios.
Chris Nomura, U of I’s Vice President for Research and Economic Development, received the award for his role in advancing the university’s Office of Research and Economic Development and its AI and Data Science Team.