An old approval is not a permanent green light
Mazzoni and Failla propose a tool that saves past human decisions as examples for later choices. It could gain more independence over time while sending uncertain cases back to a person. Tests of changing conditions were simulated; real-user ease of use remains untested.
Beyond Prompting
What the source reports
Mazzoni and Failla propose a tool to help people make choices. It saves past human decisions as examples. The tool could slowly take on more work. People could still say no when a case is not clear. The authors tested change over time in a simulated setting. They did not test how easy the tool is for real users. A past yes can guide a new choice, but it is not a standing order.
Original source
- Title
- Incremental Retrieval-Augmented Generation for Human-in-the-Loop Decision Support
- Author
- Federico Mazzoni, Andrea Failla
- Publication
- arXiv
- Date
- Thursday, October 8, 2026