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

AWS Machine Learning Yoonseo Kim

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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.

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