LLM context management: Puntos de vista

Jakob Bjorner, Aly Lidayan, Satvik Golechha, Kartik Goyal, Alane Suhr

Beliefs replace full interaction history as working context

Belief states replace the full interaction history as the agent’s working context; belief grading supervises the content of each belief state to improve performance.

Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction26 jul 2026

Evidencia a favor

Jakob Bjorner, Aly Lidayan, Satvik Golechha, Kartik Goyal, Alane Suhr·26 jul 2026

Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction

Extracto original

Beliefs replace the full interaction history as the agent’s working context, and belief grading improves performance by supervising the contents of each belief state.

Contexto

Overview of ABBEL compared to traditional recursive summarization. .

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LLM context management

Mapa de perspectivas

Beliefs replace full interaction history as working context

Conversaciones originales1

Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction