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Borui Wan

Laminar coauthor and HKU PhD student; OpenReview lists Chuan Wu as PhD advisor and ML systems/checkpointing/LLM inference expertise. GitHub profile pins ByteDance-Seed/ByteCheckpoint. No high-confidence personal X account was found.

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Jun 28, 2026

Laminar: A Scalable Asynchronous RL Post Training Framework

Laminar 让完成 trajectory 独立进入 experience buffer,再用 CPU/RDMA relay 允许各 rollout 在本地生成 batch 结束或被 repack 释放后独立拉取新权重,并把同 weight version 的尾部请求集中到少数 rollout;1024 张 H800 实验支持这套设计能提高短窗口 actor update throughput,训练时实际 policy lag、GR...

2510.12633-laminar-asynchronous-rl-post-training RL InfrastructureRollout OptimizationDistributed Training