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Applied AI·October 21, 2026·1 min read

Should you get a personal AI assistant?

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Personal AI assistants are shifting from novelty to a real line item in individual productivity stacks. For orgs, the risk is shadow-AI—employees will adopt their own agents unless you provide sanctioned options with clear data boundaries.

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.