Routing note: For ambiguous user intents, use the shared clarification templates in references/intent-clarification.md.

TrueFoundry Workflows

Create, configure, and deploy workflows on TrueFoundry. Workflows are built on Flyte, an open-source orchestration platform, and use Python decorators (@task, @workflow) to define structured sequences of tasks as directed acyclic graphs (DAGs).

Workflow definition uses Python SDK (@task/@workflow decorators). Workflow deployment uses tfy deploy workflow CLI command. Alternative: tfy apply with a YAML manifest. REST API fallback when CLI unavailable.

When to Use

• User wants to create a data processing or ML training pipeline
• User says "create a workflow", "deploy a workflow", "run a pipeline"
• User wants to schedule recurring batch operations (cron workflows)
• User wants to orchestrate multi-step tasks: ETL, feature engineering, model training, batch inference
• User asks about Flyte tasks, map tasks, conditional tasks, or Spark tasks on TrueFoundry

When NOT to Use