# From Jev's structured judgment to UniIntervene: How robot reinforcement learning decides to "continue or take over"

- Source: Guyuehome
- Published: 2026-10-29T02:15:00.000Z
- RoboHot: https://robohot.news/en/items/o54gx7qyz6cf0l6dokxpes02n
- Original: https://www.guyuehome.com/detail?id=2110294952111009793

## Summary

A team at Nanyang Technological University proposed UniIntervene, a human-in-the-loop reinforcement learning method for real robots, aiming to reduce reliance on manual takeover during robot training. The paper validated the method on grasping, insertion, wiping, and folding tasks with a UR7e robotic arm.