Problem

AI-assisted work often depends on short-lived session state.

Common failure cases:

• prompt and response history is lost between sessions
• rules and reference documents are scattered across files and chats
• multiple agents cannot rely on shared persistent memory

The result is repeated context loading, inconsistent handoffs, and missing project state.