Building a context-aware AI assistant on AgentCore and OpenClaw

What happened

Ask a stateless assistant about your garden today and it has no idea that you mentioned your fast-draining raised beds three weeks ago, that you only use organic fertilizer, or that your petunias were struggling through a heat wave. Off-the-shelf AI assistants forget you between conversations.

Off-the-shelf AI assistants answer individual questions well, but they fall short on a different axis: continuity. Every conversation starts from zero, and the burden of re-explaining context falls on the user.

The problem isn’t the quality of the answers, but that the assistant has no memory of you. AgentCore memory, a capability of Amazon Bedrock AgentCore, turns disposable chats into durable knowledge.