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

Qi Liu, Xiaoyang Yuan, Yubin Ruan +8

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),…