How it works · 11 min read
Why it confidently used an API that no longer exists
The code ran, and it was wrong. When a model answers about a library you did not paste, it is answering from weights with a date on them — and nothing in the output distinguishes what it knows from what it reconstructed. The four fingerprints of stale parametric knowledge, and the habit that fixes most of them.