A developer published a practical guide and open-source GitHub repository (WhiteCollarAgent) showing how to turn white-collar knowledge-work tasks into agent environments, expose tools via MCP servers…
Amazon Web Services published a walkthrough for running the open-source SkyRL reinforcement learning framework on Amazon SageMaker HyperPod, training a Qwen3-VL-8B vision-language model to navigate vi…
SkyRL now supports FP8-accelerated training and rollout with on-policy weight sync, reducing end-to-end step time by up to 23% while closely tracking BF16 convergence in long-run RL experiments. The s…
Ray Direct Transport (RDT), a feature in Ray Core, enables RDMA-backed weight transfer in reinforcement learning for LLMs, achieving up to 7.5x speedup over naive RDMA implementations on GB200 nodes u…
Trajectory, in collaboration with UC Berkeley Sky Lab and Anyscale, released a concurrent multi-LoRA training stack for continual learning that achieves a 2.81× end-to-end experiment-throughput gain o…
Trajectory, in collaboration with UC Berkeley Sky Lab and Anyscale, built a concurrent, multi-LoRA training platform for continual learning workloads that achieved a 2.81× end-to-end experiment-throug…