conductor-lifecycle

Multi-phase workflow orchestration coordinates complex tasks by enforcing mandatory pause points between phases and preserving context across subagents to reduce handoff ambiguity. It manages structured progression through planning, implementation, review, and completion.

Subagent delegation in workflow orchestration assigns distinct personas like planner, implementer, reviewer, and researcher to specific phases. It preserves context throughout the lifecycle and enforces mandatory pause points before phase progression.

State tracking across workflow phases is managed through strict local artifact persistence and comprehensive state management. This ensures context is preserved and disciplined progression is maintained across planning, implementation, review, and completion phases.

Scope-change guardrails in workflow orchestration prevent uncontrolled task expansion by enforcing strict state tracking and mandatory pause points. This ensures phased progression remains disciplined and context is preserved across all delegated subagents.

Workflow orchestration integrates with DS-Star data science workflows to coordinate multi-phase tasks. It applies strict state tracking and subagent delegation to manage disciplined progression across planning, implementation, review, and completion phases.

Starting a multi-phase workflow lifecycle requires providing a task and a phased plan. You then approve the mandatory pause points to begin structured progression through planning, implementation, review, and completion with artifact persistence.