Unverified50% confidenceFactExact time
Short-term memory includes SystemMessage, UserMessage, AIMessage, and ToolMessage, and has three characteristics: it is easily lost, has limited capacity, and can be read directly.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedA complete memory module operates in three stages: before the task starts, read memory and inject it into the System Prompt; during task execution, use short-term memory to append to the message sequence; after the task ends, write new information back to persistent storage and clear the short-term memory.70% similarUnverifiedInformation during execution can be divided into three categories: State stores parameters and step outputs, Working memory stores the current goal and key findings, and Transcript only retains recent exchanges.67% similarUnverified实现跨轮记忆的三类工程方案为短期记忆、外部存储、摘要记忆,LangChain 的 VectorStoreRetrieverMemory 和 AutoGen 的 ConversationSummaryMemory 是代表实现64% similarUnverifiedShort-term memory is implemented through session threads combined with a checkpoint mechanism, while long-term memory is implemented through a store combined with a namespace mechanism.64% similarUnverifiedOnce a key string enters the context, it may be persisted to a memory directory, the tool_input field of structured logs, debug dump files, or even temporarily retained in the model's KV cache.63% similar
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