When should an AI workflow be allowed to act?
A useful recommendation still needs a path to a permitted action. A practical framework for evidence, approval, changing conditions, and verified outcomes.
Read the design noteProduct decisions, lessons from real use, and practical questions about the systems we build.
A useful recommendation still needs a path to a permitted action. A practical framework for evidence, approval, changing conditions, and verified outcomes.
Read the design notePublished by SocialEyes, an ExpansionFlow product. Each link opens the original article or report.
How real-world participation, privacy, and learning from deployments are shaping SocialEyes and its Hub direction.
A public map and schedule, shareable activity pages, and lessons about access, distribution, and measurement. The report distinguishes observed activity from what was not measured.
What happened when SocialEyes met a concentrated community: participation, notes, events, and the gap between joining and taking a first useful action.
Tell us what you are building, what is getting in the way, and where you could use help.