Unverified50% confidenceFactExact time
The Bellman Language Model (BLM) models repeated decisions as a Markov decision process (MDP), solves it once and reuses the solution, to improve the efficiency of LLM agents.
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Long-term
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10/20/2026
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Related Claims
UnverifiedBLM's method is called "Discretize, Then Decide": starting from workflow logs or LLM agent run data, it reads each conversation as a discrete state and estimates probabilities and costs until no new states appear and the probabilities no longer change, then solves the MDP.78% similarUnverified思维链提示有效的原理是：LLM是逐词生成的自回归模型，先生成推理过程可作为后续推断的工作记忆，降低直接跳结论的错误率72% similarUnverifiedAgent-based methods using LLMs and VLMs adopt a bottom-up strategy, inspecting mesh structure via code and only rewriting the parts that the instructions require to be modified.71% similar
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