Direct answer: give the agent a bounded job, not general autonomy
Gemini API Managed Agents provide a hosted way to coordinate analysis with technical actions in an isolated cloud environment. Google confirms configurable model choice, environment hooks, budget controls and scheduled triggers. Hooks can apply custom logic around tool invocations so a team can stop disallowed activity, inspect calls against its standards or create an audit record. These are control components, not a complete authorization, security or quality system.
CreatikLab’s operational interpretation is to begin with a narrow outcome whose inputs, allowed actions and acceptance criteria can be documented. “Manage our operations” is not a safe task boundary. Inspecting a dependency manifest, recommending updates and running an approved test command is easier to observe and reverse. Broader permissions should follow repeatable evidence from realistic evaluations rather than the fluency of a demonstration.
