Tanmai Gopal describes a company brain as a shared context layer that grows through the work of employees and AI agents. Instead of building one giant project, teams should let each person propose and own changes to a durable knowledge base so every addition remains attributable to a human.
Security begins with access control at the level of each file or piece of content. An AI system should retrieve only what the current user is allowed to see, and it should execute external tools with that user's identity and authorization claims rather than with broad shared credentials.
Gopal warns against placing real credentials inside cloud sandboxes because agents can accidentally reveal them or use them outside the intended scope. His preferred design proxies every interaction with company data and tools, preserving auditability while reducing privilege escalation when people collaborate through shared agents.
He illustrates the approach with workflows such as answering security questionnaires and investigating production incidents. In both cases, the agent can collect evidence and coordinate work, but access decisions remain tied to the responsible people and their permissions. Promotional calls and event logistics are omitted.
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