The $1 Trillion AI Translation Layer: Why the Gap Between Models and Reality is Your Biggest Opportunity

Beyond the breathless demos, a dangerous gap is widening between model capability and our ability to deploy it safely. Here's the pattern everyone is missing.

In the same week that AI models were reported to be winning gold medals at the International Mathematical Olympiad, the U.S. Food and Drug Administration's own AI tool was caught fabricating medical studies. This isn't a contradiction. It’s the single most important story in artificial intelligence in 2025.

We are living in an era of profound divergence.…