orchestrator

To coordinate multi-skill tasks, an orchestrator delegates subtasks to specialist skills, passes context during handoffs, and synthesizes the final outputs. It manages the workflow by structuring handoffs and integrating results.

Task decomposition is the process of breaking a complex, multi-domain problem into smaller subtasks. The orchestrator delegates these subtasks to appropriate specialist skills and synthesizes their outputs to achieve the final outcome.

Yes, the orchestrator creates new skills on demand to fill capability gaps. If existing specialist skills cannot handle a specific subtask, it generates a new skill on-the-fly to ensure the multi-skill workflow completes successfully.

No, multi-skill orchestration is not suited for simple linear workflows or single-domain tasks. It is designed for complex, multi-domain projects requiring decomposition, structured handoffs, and output synthesis.

Quality assurance gates function as checkpoints within the orchestration workflow to validate specialist outputs. The orchestrator enforces these QA gates during structured handoffs to ensure integrated results meet the required standards before synthesis.

Yes, you need to provide a complex task and confirm the coordination plan before execution. This ensures the orchestrator correctly maps the task decomposition, specialist skill delegation, and synthesis steps before processing begins.