Paper2Agent turns static academic papers into interactive AI agents using an MCP server setup. But it isn't guaranteed to work on everything. When tested on 110 papers, it successfully converted 76%. It is an interesting premise, but we'll see how it plays out.

AI tool turns any paper into an ‘agent’ that can collaborate and answer complex queries

The Paper2Agent system makes it easier for researchers to reproduce papers and understand work in unfamiliar fields, authors say.

nature.com

A human-AI collaboration framework shows that true AI augmentation in workplaces relies on redesigning workflows to enhance control, accountability, and learning. Emphasizing these factors allows organizations to unlock AI's potential and redefine work's future. https://arxiv.org/abs/2609.12482

When Does AI Augment Work? A Workflow-Level Framework for Human-Agent Collaboration

ArXiv link for When Does AI Augment Work? A Workflow-Level Framework for Human-Agent Collaboration

arxiv.org