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To get quick answers from your vault without modifying content, use an adaptive vault reader that parses entity definitions and wikilinks. It synthesizes concise responses by reading existing data first, escalating to graphify or remote ingestion only when additional context is needed.

Vault-first question answering is a workflow where inquiries about vault status, ownership, or internal relationships are answered by reading vault content directly. It escalates to graphify or remote ingestion only when the initial vault read lacks sufficient context.

To escalate a vault query when you need more context, the adaptive reader automatically triggers graphify or remote content ingestion. This gathers broader contextual information beyond the initial vault read to synthesize an accurate response.

No, the vault reader does not allow direct changes to vault data. It enforces a vault-first read workflow and delegates modifications through proper channels like /bedrock:teach or /bedrock:preserve to maintain data integrity.

You should use remote content ingestion instead of just reading vault wikilinks when local vault content lacks sufficient context to answer your query. The adaptive reader uses remote ingestion as an escalation path to fetch external data.