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Applied AI·October 21, 2026·1 min read

Stop choosing the wrong Agentic AI use cases

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The hard part of agentic AI isn’t orchestration tech—it’s picking workflows where autonomy actually beats a good script plus a human. Before you scale agents, force every use case through two filters: error cost and verification burden; if either is high, you’re probably better off with simpler automation.

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.