AI

The more I use AI, the less I believe the future belongs to isolated prompts or isolated models. A month ago, it still felt possible to keep up with the frontier by watching new releases, trying new workflows, and refining protocols by hand. I even designed AGN around that assumption: a coordinated multi-agent structure with differentiated roles, explicit orchestration, and a clear human center. But the pace has changed. New agent platforms, new integrations, new toolchains, and new workflow abstractions now appear almost daily. Some ideas that felt rare not long ago are already showing up elsewhere in convergent form.

How splitting roles across agents—architect, reviewer, and scout—reduced cognitive load while restructuring a project during exam prep.