remember

To organize session findings into durable project memory, classify items as durable facts, short-term notes, or preferences, then route each to the appropriate memory surface. The system outputs what was stored, where, and any duplicates or conflicts flagged for cleanup.

Routing knowledge discovery notes involves proposing the best destination for each item and updating only the appropriate memory surface. It classifies findings into durable project facts, short-term notepad notes, or durable docs to keep information accessible and actionable.

Knowledge routing handles duplicates and conflicts by flagging them during the classification process to maintain clean knowledge surfaces. It enforces structured metadata and explicitly outputs any duplicates or conflicts detected for cleanup.

Yes, knowledge routing applies directly to collaborative design review sessions. It classifies session findings and routes each item to the most appropriate memory surface, such as durable project memory or notepad, to keep review outcomes accessible.

Classifying items into project memory, notepad, or durable docs requires no external dependencies. You need active session findings and the classification logic to determine whether items are durable facts, short-term notes, or operator preferences for proper routing.

Memory management for short-term notepad notes is limited to routing and classification; it does not automatically delete or expire notes. It focuses on proposing destinations and flagging duplicates or conflicts, leaving cleanup actions to the operator.