When a step in a workflow fails, you can retry just that step now instead of restarting the whole run. Failed tool-call cards in the chat carry a retry button. Behind them, transient runner errors auto-retry on their own so most flakes never surface. When a retry is required, one click re-runs from the failed leaf with everything upstream preserved.