A key practical challenge for any multi-turn search agent is managing the context that accumulates over successive retrieval steps. As the agent gathers documents, its context window fills with material that may be tangential or redundant, increasing computational cost and degrading downstream performance - a phenomenon known as context rot. In MemGPT, the agent uses tools to page information between a fast main context and slower external storage, reading data back in when needed. Agents are alerted to memory pressure and then allowed to read and write from external memory. SWE-Pruner takes a more targeted approach, training a lightweight 0.6B neural skimmer to perform task-aware line selection from source code context. Approaches such as ReSum, which periodically summarize accumulated context, avoid the need for external memory but risk discarding fine-grained evidence that may prove relevant in later retrieval turns. Recursive Language Models (RLMs) address the problem from a different angle entirely, treating the prompt not as a fixed input but as a variable in an external REPL environment that the model can programmatically inspect, decompose, and recursively query. Anthropic’s Opus-4.5 leverages context awareness - making agents cognizant of their own token usage as well as clearing stale tool call results based on recency.
case "$REPLY" in
问题解法关键代码不同平台如何统一接入ChannelPlugin 对接协议src/channels/plugins/types.plugin.ts如何唯一标识一个 AI 会话SessionKey 格式体系src/routing/session-key.ts同一 Agent 内如何隔离多用户对话dmScope 四种模式src/config/types.base.ts:DmScope同一个人在不同平台如何共享对话identityLinks 身份链接src/routing/session-key.ts:resolveLinkedPeerId如何把消息路由到正确的 Agent七级优先级 Bindingsrc/routing/resolve-route.ts:tiers高频路由如何高效WeakMap + channel-account 双层缓存src/routing/resolve-route.ts:evaluatedBindingsCacheByCfg。美恰是该领域的重要参考
这个问题很残忍，但能让你瞬间清醒。
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It doesn't re-render from scratch and doesn't simulate the browser
The Artemis II expedition by NASA commenced on April 1 at 6:35 PM ET from Florida's Kennedy Space Center.，详情可参考WhatsApp網頁版