Content provenance signs media at the source instead of guessing after the fact.

The stack calls tools cleanly on bounded tasks, but error recovery falls apart once the chain runs long.

Constrained decoding makes malformed JSON impossible. It does nothing to make the JSON true — and that gap is where production quietly breaks.

A small draft model plus one parallel verification pass can cut latency 2-3x with identical outputs — but only when decoding is memory-bandwidth-bound…

A shared tool interface is genuine interop leverage — but the spec is young, and auth and security are the soft edges you still own.

A gradient-tuned nonsense string trained on open models breaks closed ones too. Here's the mechanism — and what actually blunts it.