remember

To save chat insights into project memory, the assistant classifies the information by durability and actionability, then promotes reusable knowledge to the correct memory surface. It enforces a quality gate to ensure only actionable, durable, and unique items are stored.

Knowledge management handles duplicates by flagging conflicting statements and redundant entries for cleanup instead of blindly storing them. It applies a quality gate that checks for uniqueness before promoting any project documentation into memory.

Preventing ephemeral notes from cluttering project documentation requires classifying items by durability and actionability before storage. Only actionable, durable, and unique knowledge passes the quality gate, while temporary information is filtered out.

Yes, you can capture durable decisions without storing conflicting statements because the system flags duplicates and conflicts for cleanup. It evaluates each item against a quality gate to ensure only unique, actionable conventions are kept.

You need to apply a quality gate before promoting conversation context to memory whenever you want to preserve durable, actionable knowledge. This gate prevents ephemeral notes and duplicate entries from polluting your future retrieval surfaces.

Yes, memory deduplication works for both session context and long-term project instructions. The system evaluates actionability and durability to route knowledge to the correct memory surface while preventing duplicate storage across all surfaces.