3 papers
cs.AI2026
StagedWorkspace: A Versioned Workspace for Knowledge-Work Agents
Yining Hua, Hongbin Na, Yifan Zhou +3
AI agents increasingly perform knowledge work (i.e., produce and modify persistent digital artifacts such as code repositories, documents, spreadsheets, slides, reports), yet the p…
cs.AI2026
LLMs for Medical Consultation Are Evaluated Too Late: The Preformulation Gap
Yining Hua, Cyrus Ayubcha, Hongbin Na +4
Large language models for medical consultation are often evaluated after a clinical problem has already been made clear, although real consultations may begin with a vague, minimiz…
cs.AI2026
Designing Benchmarks for Knowledge Work
Yining Hua, Hongbin Na, Cyrus Ayubcha +1
AI agents are moving quickly from answering isolated questions toward completing work through tools, software environments, and multi-step workflows. Much of what these systems are…