Are there limitations or edge cases I should be aware of?

Potential limitations include:

• Editing a workplan regenerates its entire internal graph, potentially altering dependencies or logic.

• Deleting datasets or documents that workplans rely on will cause execution failures.

• Scheduling is powerful but requires clear natural-language descriptions. Threads, while flexible, do not provide the depth or reproducibility of workplans, and should not be relied upon for automated or auditable workflows.