- Implement `IDiagnosticsProvider` to gather activity execution logs and error states for LLM/AI analysis. - Build the server-side "Explain Failure" engine to generate human-readable root cause analysis. - Create endpoints for "Next Best Action" suggestions during workflow faults (e.g., retry, skip, fix).