multi-agent-orchestration

Large-scale code refactoring exceeding a single context window is automated by an orchestrator-sub-agent architecture that delegates bounded, disposable implementation tasks to specialized sub-agents while maintaining a high-level planning view.

A multi-train migration is coordinated by decomposing a plan document into independent landing trains, dispatching specialized sub-agents for implementation, and enforcing a three-review barrier with strict gate-keeping for production-grade quality.

High-integrity code delivery during complex architectural migrations is ensured through strict gate-keeping, blind independent code reviews for every landing train, mutation testing, and cross-model architectural consultation.

Yes, autonomous sub-agents support independent git state management during framework upgrades by decoupling high-level planning from low-level implementation to handle bounded tasks within multi-train development workflows.

A multi-agent orchestration approach should be used instead of a single AI agent when complex software migrations risk context degradation, ensuring structured delegation, independent verification, and high-quality verified outcomes.