Blog.

Models invent answers because guessing is rewarded, not because they are broken. What that has cost real companies, and the layers production systems use to contain it.

The closing piece in our automation series: which tasks can safely go to AI, and which need a human, backed by real risk frameworks and failure cases.

A typical corporate job posting now draws around 250 applications; entry-level roles can top 400. Yet the share of applicants who actually make it to an interview has collapsed: from about 15% in 2016 to roughly 3% in 2024. HR teams can't manage a funnel narrowing that fast by hand, which is why ...

Quick guessing game: how many people at your company are using ChatGPT, Gemini, or Claude to get their work done right now? If your answer is "not us, we don't allow that," here's the uncomfortable part. A 2025 study by KPMG and the University of Melbourne, covering more than 48,000 employees acr...