OutX documented AI tuning, an agent that builds LinkedIn keyword watchlists from a prompt and then audits each watchlist on a schedule or on request, adjusting its objective, intent labels and keywords against the posts it actually collects. Changes apply only to watchlists opted in, never within 7 days of a person's edit or 48 hours of the last automatic change, and admins can revert the latest change. The keyword API gained a run identifier on create and an editable objective on update. The feature is rolling out team by team and is off by default.
Listening setups drift as keywords age, and an agent that retunes them against real results cuts that upkeep, with opt in and revert controls that keep a person in charge of what gets watched.