
Choose a visual workflow or a code runtime
The deciding issue is where complexity must remain inspectable when the happy path breaks.
Reading path / Graph systems
A clean canvas can hide duplicate side effects, stale state and endless retries. Design the run that survives interruption.
The deciding issue is where complexity must remain inspectable when the happy path breaks.
Checkpointing helps a workflow resume; replay still needs explicit side-effect rules.
Human consent and duplicate prevention solve different parts of an agent workflow.
Test every important node at the moments before, during, and after failure—not only the graph's happy path.

The deciding issue is where complexity must remain inspectable when the happy path breaks.

Checkpointing helps a workflow resume; replay still needs explicit side-effect rules.

Human consent and duplicate prevention solve different parts of an agent workflow.

Test every important node at the moments before, during, and after failure—not only the graph's happy path.