Expertise research.

Read about human expertise in AI-assisted work: choosing worthwhile problems, checking results, and helping junior workers develop judgment.

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A human directs a concentrated swarm of AI processes toward one selected problem while false paths disappear around it.

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Artificial Intelligence Sep 9, 2026 · 14 min

Attention Is Still All That You Need

Why AI still needs human expertise: choosing worthwhile problems, guiding AI agents, and checking results in research, mathematics, and cybersecurity.

Expertise research results

Attention Is Still All That You Need