Index, re-index, consolidate
After imports or edits, indexing refreshes vectors so search stays accurate. A consolidation engine merges memory events into compact facts, verifies them against the vault, and can run an optional Discover pass that discovers cross-topic insights โ patterns, tensions, and follow-ups across topics โ on a schedule you control, with billing-aware limits when hosted. Discover is optional: when enabled, it enriches memory so agents load sharper, wider context in later sessions without pasting the whole vault into the prompt.
Technical details
Indexer writes chunks to Qdrant or sqlite-vec. Consolidation runs consolidate, verify, and optional Discover โ Discover discovers cross-topic insights by emitting insight events that connect themes a single-topic merge would miss. Cost guardrails apply throughout. Hosted mode persists advanced knobs through billing and gateway settings; Discover runs inside the same consolidate request (not a second pass count) when turned on.