Parallel Execution

Parallel execution enables multiple agents or tasks to run concurrently rather than sequentially, dramatically reducing wall-clock time while using the same total compute. Critical for agent orchestration where tasks are independent web scraping, API calls, tool invocation. Implements async/await patterns, thread pools, or distributed execution. Achieves near-linear speedup with N concurrent tasks e.g., 4 agents run in 1.25x time vs. 4x for sequential.

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