Building a Universal Memory Layer for AI Agents: Architecture Patterns for Scalable State Management

«Every time an AI agent completes a task, it forgets everything. The conversation context vanishes. The user preferences it inferred are gone. The multi-step reasoning chain it constructed dissolves. If you have built any...»