-- On May 8, 2026, the Beijing Innovation Center of Humanoid Robotics hosted a livestream themed around the “Wise KaiWu” Agent. With the goals of being “fully autonomous, more open, and easier to use,” the event showcased breakthroughs in embodied intelligent tactile interaction. Featuring the industry’s first global scene perception and dynamic memory system, the platform enables robots to evolve from passive execution to proactive task handling, and from simple assignments to complex operations, opening up entirely new possibilities for embodied intelligence.
Today, global embodied intelligence is rapidly evolving from “being able to converse” to “being able to work,” while AI Agents are moving from the digital realm into the physical world. Wise KaiWu began development a full year earlier than frameworks such as OpenClaw. After 14 months of iteration, it has achieved four major breakthroughs: spatial memory, personalized interaction at scale, one-time development with multi-robot deployment, and real-world robot validation. The result is a mass-producible and reusable professional-grade embodied intelligence solution designed to provide a practical intelligent foundation for household, commercial, and industrial applications.
Spatial Memory + Personalized Intelligence: Robots That Understand Both Environments and People
1. Spatial Memory: The Industry’s First Global Dynamic Memory System Beyond “What You See Is What You Get”
Traditional robots rely heavily on instantaneous visual input. Once an object leaves the field of view, it effectively “disappears,” and any environmental change can trigger “memory loss,” preventing robots from performing complex reasoning or long-duration tasks.
Wise KaiWu Agent introduces the industry’s first global scene perception and dynamic spatial memory system:
- Building dynamic semantic maps that record object categories, colors, positions, and spatial relationships while updating them in real time;
- Enabling persistent memory across time and viewpoints, allowing robots to accurately locate items even after they leave visual range;
- Supporting relational reasoning to infer the location, status, and environmental relationships of target objects;
- Continuously evolving through usage, enabling robots to better understand their surroundings over time and eliminate “short-sightedness.”
According to real-world testing, the complete spatial-memory pipeline achieved a stable 100% accuracy rate in complex long-horizon tasks involving multi-step movement, perception, and grasping. Even under real-world disturbances such as viewpoint changes and object occlusion, overall task completion rates remained above 98%.
2. Personalized Intelligence: From Recognizing Users to Understanding Preferences
One of the industry’s most common pain points today is that robots cannot remember people, distinguish preferences, or maintain continuity between interactions. Every interaction feels like a “first meeting,” and every task feels like it is being performed for the first time.
Wise KaiWu Agent addresses this challenge through its Face ID-based user memory system, enabling human-like proactive interaction. Robots can not only identify individuals, but also build long-term personalized profiles and maintain cross-task contextual continuity, allowing them to anticipate needs and proactively assist users.
Key capabilities include:
- Identity binding, allowing robots to remember users long after a single interaction;
- Building user profiles and behavioral preferences to deliver personalized services. For example, when a user casually mentions being thirsty, the robot can retrieve historical memory through facial recognition, determine that the user prefers cola, and proactively bring a cola;
- Supporting cross-task contextual continuity, enabling the robot to understand requests such as “continue yesterday’s task” or “bring me the file from last time”;
- Combining event-driven proactive interaction with autonomous environmental awareness to identify user needs independently, giving robots true situational initiative.
Through these technological advancements, robots are no longer cold executors, but intelligent companions that remember users, understand them, and actively serve them.
Multimodal Force Control + Real-World Validation: Precise and Reliable Physical Interaction
“Being able to pick something up, but not properly handle it; being able to make contact, but not control it” remains one of the core challenges in real-world robotic interaction.
Wise KaiWu Agent addresses this issue through multimodal operational intelligence and full-scenario real-machine validation. Equipped with integrated visual and tactile perception, dynamic force-control grasping based on object characteristics, cross-object generalization capabilities, and failure detection and retry mechanisms, the system gives robots a deeper understanding of physical interaction.
As a result, robots can operate in the physical world with greater safety, precision, and stability — truly achieving “real capability in their hands.”
By prioritizing real-machine deployment and closed-loop scenario validation, Wise KaiWu Agent has completed end-to-end verification across household services, commercial reception, industrial operations, and other application scenarios. Tasks demonstrated during the livestream, including delivering water and handing over tissues, were all performed live by real robots with no simulation and no rehearsal, representing a genuine leap from laboratory research to real-world deployment.
One-Time Development, Multi-Robot Deployment: An Open Ecosystem for Scalable Embodied Intelligence
For embodied intelligence to achieve widespread adoption, the industry must overcome barriers such as difficult development, slow adaptation, and low reusability.
Through a configuration-driven and modular architecture, Wise KaiWu Agent has built one of the industry’s most developer-friendly open ecosystems:
- Software-level integration with multiple models and low-code switching capabilities;
- Lightweight skill-description development with package sizes reduced by 80%;
- Exceptional cross-platform and cross-hardware adaptability, enabling a single skill set to operate across multiple robot forms and embodiments.
This “develop once, deploy across many robots” capability dramatically lowers the threshold and cost of deploying embodied intelligence across different robotic platforms.
As the world’s first “one-brain, multi-robot” and “one-brain, multi-capability” platform, Wise KaiWu redefines traditional single-scenario development models by enabling autonomous decision-making in complex environments.
Since its launch in March 2025, Wise KaiWu — developed by X-Humanoid as a general-purpose embodied intelligence platform — has successively released and open-sourced key technologies including world models, VLA, and VLM frameworks. The newly demonstrated Agent further showcases the platform’s evolution from technological breakthroughs to real-world deployment, and from isolated capabilities to ecosystem-wide collaboration.
Contact Info:
Name: Clara Liu
Email: Send Email
Organization: X-Humanoid Wise KaiWu
Website: https://www.x-humanoid.com/
Release ID: 89191279
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