What happened
Campus Technology's new read on Google's I/O push shows Gemini being wired across Search, apps, developer tools, smart glasses, and agentic workflows. The important part is not that another model got announced. It is that Google is treating action across software as the next computing layer.
That changes the risk profile. Chatbots can be wrong in a text box. Agents can be wrong while holding permissions, files, calendars, purchases, code, and identity. The frontier is moving from answer quality to delegation quality: can the system ask for the right authority, keep an audit trail, and stop cleanly when uncertainty is high?
The real moat may not be the flashiest model. It may be the most trustworthy handoff between human intent and machine action.
Source
Reported by Google Moves AI Agents into the Mainstream via campustechnology.com, published May 27, 2026.