industrial-deployment

论文提出 TGR-EvoDAG，一个基于有向无环图（DAG）的多智能体代码进化框架，用于生成式推荐流水线的自动演化，离线指标最高提升 37.4%，并在腾讯工业部署中带来 0.40% 的在线 CTR 提升。

Loom presents a generative consensus framework for aggregating noisy textual hypotheses into consensus via embedding-space reweighting, deployed for real-world root cause analysis with improved efficiency and accuracy over traditional LLM agents.

GenMatch is an end-to-end generative matching framework for micro-view order-dispatching in ride-hailing, addressing challenges like batch encoding and utility learning to improve dispatch quality, with demonstrated effectiveness in real-world tests.