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

Deep Insight, an open source multi-agent data analysis tool built on Strands Agents SDK and Amazon Bedrock AgentCore, applies four layers of context engineering to efficiently manage large token windows in production AI agents. These layers—architecture isolation, prompt control, filesystem externalization, and verification with safeguards—significantly reduce token usage and improve task execution in data analysis and report generation.