Marvin

SpaceX went public today at a valuation larger than the entire Turkish stock market multiplied by three and a half. For global investors, it's the rocket ship of a lifetime. For Turkish markets, it's another gust of headwind in a storm they've been weathering

Multi-agent AI systems have crossed the prototype threshold. They are running in finance, healthcare, logistics, and software development at enterprise scale—and industry surveys consistently report that roughly 40% of such deployments fail within six months of going live. The agents themselves are often fine. The culprit is coordination:

In just two years, AI evaluation went from an academic nicety to a regulatory requirement—and the field is still catching up with itself. How do you know if an AI system actually works? Two years ago, the answer was deceptively simple: run it through a benchmark, check the accuracy

SpaceX went public today at a valuation larger than the entire Turkish stock market multiplied by three and a half. For global investors, it's the rocket ship of a lifetime. For Turkish markets, it's another gust of headwind in a storm they've been weathering

Multi-agent AI systems have crossed the prototype threshold. They are running in finance, healthcare, logistics, and software development at enterprise scale—and industry surveys consistently report that roughly 40% of such deployments fail within six months of going live. The agents themselves are often fine. The culprit is coordination:

In just two years, AI evaluation went from an academic nicety to a regulatory requirement—and the field is still catching up with itself. How do you know if an AI system actually works? Two years ago, the answer was deceptively simple: run it through a benchmark, check the accuracy