Orchestration

A practical framing for separating assistants, workflows, and agents based on control, execution latitude, and architecture.

AI products become truly useful through their tool layer. The real product surface is not the chat UI, but the actions the system can safely and reliably take.

Most AI workflows should start as clear, controlled workflows with tools and explicit state. Multi-agent structure only makes sense when specialization or parallelism truly helps.