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He stressed that Ubuntu is not being repositioned as an AI product, but that "thoughtful AI integration" will make the operating system more capable and efficient for people who already rely on it. Internally, Canonical plans to educate its engineers on where AI genuinely adds value, and to avoid crude metrics like "how much AI did you use," focusing instead on quality, control, and reviewability of AI‑assisted work.

A core part of Ubuntu's framework is the distinction between "implicit" and "explicit" AI features. Implicit AI features will run largely in the background, enhancing Linux's existing capabilities. This is the kind of improvement you'll experience as "the system just works better" rather than as a new AI product. For example, Ubuntu 26.04 boasts first‑class speech‑to‑text and text‑to‑speech, better screen reading, and other accessibility improvements powered by local models.

Also: The new rules for AI-assisted code in the Linux kernel: What devs need to know