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Fragmented stacks, hand-coded ETL and static dashboards are dead; AI is forcing data management to finally grow up in 2026.

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VibeOS was produced by a computer engineering student using the latest version of Anthropic’s Claude large language model.

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Machine learning didn’t disappear — it embedded itself. These seven competencies define what marketers must architect, govern and measure for 2026.

To help professionals build these capabilities, we have curated a list of the best applied AI and data science courses.