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Separation Mode as a Pipeline Choice: 2-Stem vs 4-Stem Before You Lengthen

This story is from 2026-10-30. It is preserved in the archive; the latest stories are on the live feed.

If your short-form pipeline treats “split the mix” as a single boolean, you will over-export stems and under-learn from listens. Separation mode is a design choice: it decides which axes you can mute later and how much review tax you pay. This note frames 2-stem vs 4-stem as an API-shaped decision…

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  1. 2026-10-30 03:15 · DEV Community — AI
    Separation Mode as a Pipeline Choice: 2-Stem vs 4-Stem Before You Lengthen

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