Capabilities can strengthen workflows.
Repeatable workflows are valuable. Shared primitives can give them more room to adapt when the work changes.
Shared tools clarify handoffs.
When people and agents can see the same state and artifacts, collaboration is easier to inspect.
Composition can complement orchestration.
Small operations can combine at the edge of the work without requiring every decision to be centralized.
Visible state supports trust.
Context and progress are easier to debug and question when they are available to the people doing the work.
Long-running work deserves support.
A meaningful change can outlive a chat window, browser session, or an afternoon.
Context remains useful.
Decisions, links, and artifacts can retain value after the immediate task is done.
Learning is a useful outcome.
A system can help a team better understand its own work, whether or not that work is automated.