November 13, 2026 Understand what changes. Find what to use.
Updated yesterday at 7:14 PM
Guides & analysis
Guides and analysis with method, context and examples.
Photos, conversations, documents, workplace apps and shared spaces suggest that the differentiator for new agents lies less in the model alone than in the continuous context they can use — and in the limits placed on that access.
The cases suggest that agent risk depends as much on the permissions and connections surrounding a model as on the model itself. They also show why fully isolated testing can fail to represent products that act across real services.
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