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Parallel agent orchestration routes independent tasks to multiple specialist agents simultaneously. It utilizes background execution for long-running processes, enforcing persistence until all tasks are verified complete.

Smart model routing conserves tokens by employing tiered agents like Haiku, Sonnet, and Opus. It assigns task complexity to the appropriate tier, ensuring efficient resource utilization during parallel execution.

The best way to handle long-running background operations is activating run_in_background mode. This enables parallel agent orchestration to continue executing other tasks while long processes complete independently.

Yes, you can use parallel agent orchestration for independent software engineering tasks. It enables aggressive delegation, immediately routing tasks to specialist agents to maximize performance and speed.

Parallel execution requires persistence enforcement to guarantee high-throughput task completion. It ensures all routed specialist agents finish their operations and verifies every task is complete before stopping.

You should not use aggressive agent delegation when tasks are dependent on each other or require sequential execution. Parallel orchestration maximizes performance by routing independent tasks simultaneously to specialist agents.