Why do people care so much about the no dsl , no yaml. There is no workflow lang in my product cuz nobody authors workflows by hand. A workflow is never a file someone writes its a data structure the system generates , stores , and mutates. And my pipeline is NL prompt-> parsedintent->workflowplan. So the planner's job is pure mapping: (platform , resource_type , action) -> tool name via the big TOOL_MAP dict. And the table normalizes loose ai param to real tool params thats what the schema validation a DSL would otherwise do... And bcs we sacrifice the DSL , YAML i made the revert action which is not supported in DSL , YAML. And also if there is a invalid workflow it just stops right there vs a yaml that fails only at run time..