Why Your AI Agent Keeps Forgetting: A Practical Memory Architecture for Individual Users

The Problem: Why Does Your Agent Get Dumber Over Time? Picture this: you&rsquo;ve been working with an AI agent for weeks, patiently teaching it your project structure, personal preferences, and workflows. Within a single conversation, it remembers your instructions just fine — but the next day, when you start a new session, it&rsquo;s like meeting a stranger. Worse still, it starts confidently…