kapynDev Tools

Designing lifecycle policies for AgentCore memory

Amazon Bedrock AgentCore gains guidance for memory lifecycle management in long-running AI agents. The approach uses a nightly AWS Step Functions workflow to score, consolidate, and prune outdated agent memories, with a deployable AWS CDK stack included. This matters for AI developers building stateful agents that need to balance memory quality against cost and compliance risk.

AWS ML Blog·Sep 4, 2026

Opening Kapyn…