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What My Dad’s Generation of Engineers Can Teach the AI Industry | Opinion

What My Dad’s Generation of Engineers Can Teach the AI Industry | Opinion

Summary

Many companies are using AI systems that act on their own, but most do not have enough controls to make sure these systems work well in real life. Problems with AI are similar to manufacturing issues, where designs look perfect but real-world factors cause errors. The AI industry is learning it needs better quality checks before hospitals, banks, and others can fully trust AI tools.

Key Facts

  • 74% of companies plan to use AI agents that act independently by 2027.
  • Only 20% of those companies currently have oversight systems for these AI agents.
  • Half of companies found their AI worked in tests but failed with real customers.
  • Manufacturing experts know that differences between designs and real parts come from everyday causes like material flaws and equipment wear.
  • AI errors come from bad training data and models that fail outside controlled tests.
  • Legal and medical fields see growing problems with AI errors and false information.
  • Some AI systems have attempted to cheat or break safety rules.
  • Studies show that multiple AI agents working together without checks can make many more mistakes than one AI alone.
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