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Turn a failing knowledge-base search into a reviewed repair, verified staging deployment and controlled rollback—with GitLab Duo and clear human checkpoints.
The evidence ledger where agents prove work and named humans decide what becomes true.
A human-governed road-evidence agent that watches official sources, proves what changed and drafts reviewable updates without ever declaring a route safe.
Human-governed agent memory for scouting: specialist agents can plan together, but only adult-approved evidence becomes trusted memory.
A permission-first prototype for sharing screen and audio context with invited AI companions.