Qiyao Wang

Streaming video assistants face an unresolved utility–latency–storage trilemma the moment interactions are interrupted across sessions, exposing acute failures in long-term recall and missing-evidence awareness.

LLMs struggle to navigate the complex, multi-turn justification and response dynamics of real-world patent examination, revealing critical gaps in legal reasoning and technical novelty judgment.