Unverified50% confidenceFactExact time
Before Zep v4, an Agent walking through the graph needed to obtain edge lists capped by a limit and parse each node itself one by one, requiring an extra API call for each hop.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedZep v4's API explicitly says when results hit a limit, so the Agent knows it is seeing a partial rather than complete picture.75% similarUnverifiedTool calling allows Agents to break through the limitation of only being able to speak, giving them the ability to call APIs, operate files, query databases, and other execution capabilities.65% similarUnverifiedBackground Agents的底层依赖于Agent Loop架构，通过RAG技术索引整个项目代码库，并通过工具调用执行文件读写、终端命令、代码搜索等操作64% similarVerifiedA complete Agent development pipeline should cover requirements decomposition, model selection, API and tool calling, RAG retrieval augmentation, memory and state management, evaluation and monitoring, and engineering deployment and launch64% similarUnverifiedSetting a maximum number of steps, timeout duration, and cost ceiling for each Agent can prevent Agents from falling into infinite loops that consume tokens and API quotas.63% similar
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