TL;DR: We stress-tested 6 LLMs under realistic context load.
LFM2 (tops arena leaderboards) achieved 0.3% accuracy and hallucinated
fake crisis resources. Qwen3-30B maintained 96.9% accuracy with graceful
degradation. Standard benchmarks are insufficient for production deployment.





Executive Summary


Standard LLM benchmarks fail to...