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Why Goodhart`s law, Campbell`s law and reward hacking crucial for AI agents stress testing?

  People often distort metrics because complex outcomes are hard to measure and achieve. Once numeric targets are linked to rewards, human behavior naturally shifts to optimize the number itself. As a result, people game the system…

Amazon staff and AI tools: : Goodhart`s law & cobra effect in real life

As detailed in a new report by the Financial Times, Amazon employees are reportedly using the company’s new internal AI tool, MeshClaw, to create extraneous AI agents — not to increase productivity, but just to drive up AI activity. Also,…

Will AI Reshape Jobs in 2026?

Over the next two to three years, 50% to 55% of jobs will be reshaped by AI. Boston Consulting Group in its analytical research made to that conclusion . Key Takeaways Task automation doesn’t equal job loss. Most…