orchestrator

Problem decomposition and task coordination involves analyzing complex requests, identifying required expertise domains, and delegating subtasks to specialized agents in sequence or parallel. This orchestrator automatically routes work to the most appropriate skill and synthesizes outputs into a cohesive result.

Yes. Adaptive skill creation identifies missing expertise during task execution and automatically invokes Skill-Coach to generate new skills, integrating them immediately into the workflow without manual intervention or interruption.

Synthesis and quality assurance combines outputs from multiple agents, detects conflicts across deliverables, and enforces consistency standards before final delivery. This ensures all results are coherent and meet quality requirements across domains.

Cross-domain orchestration breaks projects into parallel subtasks assigned to domain specialists, executes them concurrently, and synthesizes results. This approach solves problems beyond single-domain capabilities by coordinating expertise across multiple specializations simultaneously.

Use task decomposition when problems span multiple domains, require different expertise at different stages, or involve decisions that benefit from specialist input. Single specialists excel at focused tasks; orchestration adds value when complexity, scale, or domain breadth exceeds one skill's scope.

No. The orchestrator identifies capability gaps during execution and creates missing skills dynamically. You start with available skills and the system adapts by generating specialized skills only when the workflow requires them, reducing upfront planning overhead.