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# VN-004 — Designing Organizations for Agents
- URL: https://www.abnerballardo.com/en/post/vn-004-designing-organizations-for-agents/
- Published: 2026-09-15T21:54:00.000Z
- Updated: 2026-09-21T21:55:00.000Z
- Author: Abner Ballardo
- Tags: #timeline

The more I think about building with agents, the more I keep coming back to context. An agent can only work with what it can access and interpret: goals, current state, constraints, permissions, history, and a clear definition of its responsibility.

Most organizational processes were built for people, not agents. People bridge missing context through memory, meetings, relationships, and experience. Agents cannot safely rely on the same informal gaps. Simply adding an agent to an existing process does not make that process agent-ready.

My working hypothesis is that an AI-native company must redesign context, handoffs, controls, and accountability from the ground up around the strengths and limits of both humans and agents. I do not yet know how much must change. But I suspect that context design—not access to the next model—will be one of the hardest parts of creating an AI-native organization.