Multi-Agent Architecture Patterns Multi-agent architectures distribute work across multiple language model instances, each with its own context window. When designed well, this distribution enables capabilities beyond single-agent limits. When designed poorly, it introduces coordination overhead that negates benefits. The critical insight is that sub-agents exist primarily to isolate context, not to anthropomorphize role division. When to Use Activate this skill when: - Single-agent context limits constrain task complexity - Tasks decompose naturally into parallel subtasks - Different subtask…