AWS shows four-layer context engineering pattern for production AI agents
AWS has documented a four-layer context-engineering pattern using separate agent contexts, tighter prompts, file-based tools and independent verification. Its Deep Insight reference implementation reports major reductions in token use, showing how Amazon Bedrock AgentCore and Strands Agents can support longer data-analysis and report-generation workflows without overflowing model context windows.