Manage contextual memory across workflows and users, enabling continuity, progress tracking, and adaptive interactions.
Maintains context across a long-running interaction or between sessions, so a user resuming work does not restart from nothing. Covers task state, user preference and temporal context.
Multi-session work — investigations spanning days, periodic processes where last period's context is relevant.
Stateless queries. Memory adds surface area for both error and privacy exposure with no benefit.
Retained context inherits the sensitivity of what it retained. Memory of a user's work is a data store subject to the same residency, retention and access rules as the underlying records.
Stale context applied confidently — remembering a decision from a prior period that has since been reversed, and reasoning from it.
An investigation resumed after a weekend where the assistant recalls which counterparty was queried and what they said, without re-fetching or re-asking.
Two different absences share this shape. Foundational solutions get built whatever the domain, so no domain links them; the rest are solutions this domain genuinely does not reach for. v_ai_solutions_unlinked separates the two.