memory-ingest

You persist validated architecture insights by ingesting them into categorized memory files, which automatically updates master and domain indexes to ensure the knowledge is structured and easily retrievable by AI agents.

The best way to prevent data drift is to enforce knowledge validation during the memory ingestion process, ensuring that only validated decisions and discovery outputs are persisted into structured long-term memory files.

Index management works by automatically updating both master and domain-specific indexes whenever new project knowledge or strategy artefacts are ingested, maintaining comprehensive discoverability across all memory categories.

Yes, you can organize marketing observations and strategy artefacts by structuring them into predefined memory categories or creating new ones during the ingestion process to maintain organized and searchable knowledge.

No, this approach does not work for unvalidated discovery outputs because it ensures only validated information is persisted, actively preventing data drift and maintaining strict knowledge integrity for AI agents.

You need to update domain indexes whenever you ingest new validated knowledge into categorized memory files, which automatically maintains comprehensive discoverability and keeps the master index synchronized.