Tagged articles

physical agents

3 articles · Page 1 of 1
Machine Heart
Machine Heart
Oct 20, 2026 · Artificial Intelligence

Jiuwen Symbiosis: Physical Agents Execute AI-Designed Experiments in Automated Labs

Huawei's openJiuwen team introduces Jiuwen Symbiosis, a physical agent system that uses a perception-planning-execution-feedback loop, execution memory, and safety guardrails to dynamically orchestrate heterogeneous lab equipment, enabling AI-designed experiments to run reliably in automated wet labs.

agent loopexecution memoryheterogeneous devices
0 likes · 14 min read
Jiuwen Symbiosis: Physical Agents Execute AI-Designed Experiments in Automated Labs
Machine Heart
Machine Heart
Sep 11, 2026 · Artificial Intelligence

PhyAgentOS v1.0.0: Executable, Verifiable, Evolvable Harness for Physical Agents

PhyAgentOS v1.0.0 introduces an open-source harness that unifies heterogeneous robots, verifies task outcomes with evidence, enables bounded recovery from failures, and evolves skills through verified experience, achieving 98.6% success on LIBERO and measurable gains on CALVIN and RoboCasa benchmarks.

Embodied AIOpen SourcePhyAgentOS
0 likes · 17 min read
PhyAgentOS v1.0.0: Executable, Verifiable, Evolvable Harness for Physical Agents
AsiaInfo Technology: New Tech Exploration
AsiaInfo Technology: New Tech Exploration
Aug 21, 2026 · Industry Insights

Exploring Industrial Physical Agents: Architecture, Edge AI, and Scalable Deployment

This article analyzes the adaptability bottlenecks of traditional industrial automation and proposes an Industrial Physical Agent (IPA) reference architecture that integrates event‑gated perception, embodied memory, edge VLA inference, execution decoupling, and cross‑machine memory sharing, outlining a practical roadmap from proof‑of‑concept to large‑scale deployment.

Embodied MemoryEvent‑Gated PerceptionRobotics
0 likes · 24 min read
Exploring Industrial Physical Agents: Architecture, Edge AI, and Scalable Deployment