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Unleashing The Power Of AI To Manage Live Systems

William Bain, a Forbes Councils member, argues that AI models managing live systems must observe real-time data to proactively address issues, rather than merely reacting to past problems. He emphasizes the need for AI to integrate with live data streams to improve system management and prevent failures before they occur.

read1 min views11 publishedAug 17, 2026
Unleashing The Power Of AI To Manage Live Systems
Image: Machinebrief (auto-discovered)

By William Bain, Forbes Councils MemberSource:

Forbes InnovationIf an AI model cannot observe live data, it can only react to past issues.

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source & further reading
machinebrief.com — original article Mistral launches open-source Mistral Large 4, details AI roadmap Pegasus 1.6 brings video understanding to physical AI, says TwelveLabs Wikimedia confirms OpenAI's rogue AI agents edited wikis, tried to compromise tools, and hammered its infrastructure
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