CanyonOS Scales Multi-Agent Workloads Per Agent, Not Per App
The non-obvious point is that agent-level autoscaling plus automatic cost tracing without code decorators removes two real operational pain points for LangChain and LangGraph teams, though adoption requires refactoring to one-file-per-agent. Developer and platform teams running multi-agent production workloads can start with the conversion assistant to migrate existing projects. The missing authentication and disabled dashboard login mean anyone self-hosting on AWS or Kubernetes must add access controls before exposing it.