A runtime-independent architecture that separates a continuity-bearing substrate $P_t=(I_t,M_t,B_t)$ from replaceable execution and interaction bindings is presented, which support mechanical continuity for the tested deployments and bounded workflows.
Zhe Zhao, Roy Zhao Independent Researcher, P. G. A. S. O. C. ScienceEngineering et al.· 2 citations· ⚡1
A runtime-independent architecture for persistent agents with six continuity invariants and a quiesce--checkpoint--validate--bind--rehydrate--resume protocol is presented and Enoch realizes the design as a reusable body plus private installed identity, memory, workflow state, and continuation authority.
Zhe Zhao, Roy Zhao Independent Researcher, P. G. A. S. O. C. ScienceEngineering et al.· 2 citations· ⚡1
UI-Venus-2 is presented, a general-purpose foundation GUI agent designed to operate across mobile, web, and desktop environments through a unified closed-loop reasoning-action framework that integrates safety-aware mechanisms to ensure controlled execution of consequential actions.
Venus Team, Zhuo-Hang Cai, Hao-Xin Chen et al.· 3 citations
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