Four layers of context engineering for production AI agents: How Deep Insight applies them in working code

原文摘要 · 中英对照

In production AI agents, context management is the real bottleneck. This post presents a four-layer context engineering framework (architecture, prompts, file-based tools, and verification agents), implemented in working code from Deep Insight, an open source multi-agent data analysis solution on the Strands Agents SDK and Amazon Bedrock AgentCore.

在生产级 AI 智能体中，上下文管理才是真正的瓶颈。本文提出一个四层上下文工程框架（架构、提示词、基于文件的工具和验证智能体），并由开源多智能体数据分析方案 Deep Insight 基于 Strands Agents SDK 和 Amazon Bedrock AgentCore 以可运行代码实现。