Primary useData engineering courses, MLOps planning, pipeline architecture reviews, and workflow prototypes.
A visual planning and simulation workspace for defining ingestion, validation, cleaning, feature engineering, training, evaluation, and deployment stages.
ProducesConcrete, reusable outputs
Stage configurations, execution simulations, telemetry, quality-gate results, logs, and workflow JSON.
BoundaryNo exaggerated capability claims
The browser demonstrates orchestration logic. Production runs still require storage, compute, secrets, scheduling, and a durable execution backend.