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.
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