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Applied AI·October 21, 2026·1 min read

Target shoppers finally get an AI shopping assistant for the holidays

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Retail AI assistants are now table stakes for Q4—Target’s Ask Target joins Walmart and Amazon as the new front door to merchandising, promotions, and first-party data. If you own a consumer brand or marketplace, your product discovery and ad strategy need to assume an AI intermediary, not a human scrolling a grid.

Applied AI

Demis Hassabis says he expects AGI within two to three years, down from his three-to-five-year prediction earlier in 2026, and discusses AI's science potential

When a leading lab compresses its AGI timeline from 3–5 years to 2–3, your planning horizon just got pulled forward whether you believe the forecast or not. Treat this as a scenario input: stress-test your IP, regulatory, and workforce assumptions against a world where frontier capability steps up meaningfully before 2030.