# Hinst: Human‐Like Interactive Instinct Enables Robots to Robustly Accomplish Universal Tasks

**Authors:** Zijian Liao, Qian Mao, Yichen Qin, Jinfeng Yuan, Rong Zhu

PMC · DOI: 10.1002/advs.202509483 · Advanced Science · 2025-07-28

## TL;DR

This paper introduces a human-like interactive instinct system for robots to efficiently and robustly perform a wide range of tasks.

## Contribution

The novel Hinst architecture enables robots to perform universal tasks with enhanced flexibility and success rates.

## Key findings

- The Hinst system improves robotic manipulation and task execution efficiency.
- The architecture supports adaptive control and knowledge-driven cognition for practical applications.
- It offers a generalizable solution for general-purpose and humanoid robots.

## Abstract

Robots have enormous potential to assist humans in daily life. However, current robot development and popularization are impeded by its deficient functionality, lengthy task deployment, and vast experimental training. Poor flexibility, poor practicality, and poor universality in task accomplishment hinder robot applications. Here, a human‐like interactive instinct (Hinst) and a Hinst robotic architecture are proposed to enable robots to flexibly and robustly accomplish universal tasks in the real world. The Hinst architecture incorporates multimodal senses, logical decision‐making, and initiative task‐execution, casting robots with human‐like instinctive reaction and intelligence expansion. The robot is empowered with instinctive interaction ability relying on its inherent touch‐sense‐feedback, knowledge‐driven cognition, and adaptive‐control, while its high‐level intelligence of task‐planning and action‐skills are nurtured from acquired knowledge‐learning or human‐teaching. The Hinst greatly enhances the efficiency and the success rate of robotic manipulation, skill learning, and task execution. This anthropomorphic architecture offers a generalizable and universal pathway for general‐purpose robots (especially humanoid robots) to robustly accomplish complex housework and industrial skilled work.

Aiming at current robot limitations of poor flexibility, poor practicality, and poor universality in task accomplishment, the authors report a human‐like interactive instinct (Hinst) and an anthropomorphic robotic system architecture. The Hinst greatly enhances the efficiency and the success rate of robotic manipulation, skill learning, and task execution, offering a generalizable and promising pathway for general‐purpose robots.

## Full-text entities

- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

33 references — full list in the complete paper: https://tomesphere.com/paper/PMC12533381/full.md

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Source: https://tomesphere.com/paper/PMC12533381