Can AI agents intentionally lie and deceive?
Can AI agents can intentionally lie and deceive? Let`s explore can AI agents intentionally lie and deceive? Chinese-powered AI agents have shown signs of deception, rule-bypassing and hiding failures—behaviours that have fuelled worldwide concern about autonomous AI, according to research documents and experts. In one test this year, agents running Alibaba, DeepSeek and Moonshot models exaggerated […]
GDPval Explained: How AI Performs Across 44 Real-World Jobs and Occupations

Part I: Let`s make GDPval explained: how AI performs across real-world jobs. What is GDPval? Let`s make GDPval explained: how AI performs across real-world jobs and occupations. The rapid development of artificial intelligence has created a central question for businesses, workers, and policymakers: how capable are current AI systems when they are asked to perform […]
Impressive role of weight coefficients in internet search makes SEO keywords absolutely unreliable
Is it true that impressive role of weight coefficients in internet search makes SEO keywords absolutely unreliable? Let`s analyze it. The role of of weight coefficients is substantially increasing. The development of internet search has undergone a fundamental transformation over the past year. Early search engines relied heavily on keyword matching as the principal method […]
Why Goodhart`s law, Campbell`s law and reward hacking crucial for AI agents stress testing?
Why Goodhart`s – Campbell`s laws and reward hacking matter? 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 — sometimes intentionally, sometimes not. There are two well-known […]
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. That`s a real life case named “Amazon vs AI tools: Goodhart`s law & cobra effect in real […]
Will AI Substantially Reshape Jobs in 2026?
Will AI Substantially 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 roles will remain—but will change substantially. […]
