Design AI agents from first principles — not as a chat UI, but as systems with goals, tools, memory, and an environment. Start with Dr. Jules White’s GAME framework, then move to MAJK for multi-agent work execution.
Goals · Actions · Memory · Environment — the conceptual loop for designing agents before you write code.
AI as labor — coordinate agents, tools, and workflows to execute real work, with human review where it matters.