Author

Xiaoyang Yuan

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#artificial intelligence Preprint Sep 2026

State-Grounded Conditioning: Wrapping User-Facing LLM Agents Where Direction Depends on Live State

We introduce State-Grounded Conditioning (SGC), a design principle for user-facing LLM agents that must condition on live user state (game state, session history, live inventory), and a distinct failure class we call direction drift: task-complete responses whose chosen direction misaligns with the current state. SGC e...

Qi Liu, Xiao-Yang Yuan, Yu-Bin Ruan et al. · 0 citations

Review Aug 2026

Terminal Agents: A Survey of AI Agents in Command-Line Environments

This survey establishes workload-level boundaries and connects system architecture, competence acquisition, and evaluation through a seven-dimensional terminal competence profile, and provides a unified basis for studying terminal-mediated agency across software engineering and emerging application domains.

Yi Bin, Xiaoyang Yuan, Hao Zeng et al. · 0 citations