paper web signal

Light-Omni Cuts Long-Video Agent Latency 12x by Replacing Iterative Reasoning With Single-Pass Reflex

Summary

A 12.1x inference speedup with a 2.6x memory gain for long-horizon video agents—without accuracy loss—directly challenges the design assumption that iterative detective-style reasoning chains are necessary for long-context multimodal understanding.