Karpathy calls this Org Engineering: programming organizations instead of programming code. Your prompts, roles, processes, and workflows become the source code of an AI-driven research entity.
With a single agent, you write program.md to control one research loop. With agents on AgentHub, you write org-level instructions: "Agents through : explore attention patterns. Agents through : tune optimizer hyperparameters. All agents: post your best result to the #results channel every experiments." You're not writing Python. You're writing the rules of a research lab.