The insight that multi-agent coordination is fundamentally a type-checking problem — catch structural failures before spending the compute — is the most practical framing I've seen for this space. The adversarial composition example where information partitioning emerges from types rather than instructions is especially elegant. Looking forward to the follow-up on memory architecture.