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In this short tutorial Dr. Violet Howard demonstrates how to dramatically speed up n8n (referred to as NN) workflows by converting a set of sequential nodes into a sub‑workflow that runs in parallel. She first shows the sluggish behavior of an AI‑agent processing tools one‑by‑one, then uses the new n8n feature: selecting multiple nodes, right‑clicking, and choosing “Convert to Sub‑Workflow”. After naming the sub‑workflow, the nodes are encapsulated, linked, and executed. The demo then opens the sub‑workflow’s execution view, where four parallel runs are visible, illustrating the time savings compared to the sequential approach. The video is a practical, step‑by‑step visual guide aimed at n8n builders who want to leverage parallelization for faster AI‑agent pipelines.

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