Paper page - Accelerating RL Post-Training Rollouts via System-Integrated Speculative Decoding
… In a reasoning post-training workload at 8B scale under synchronous RL, speculative decoding improves rollout throughput by 1.8x. …
… In a reasoning post-training workload at 8B scale under synchronous RL, speculative decoding improves rollout throughput by 1.8x. …
… Those grand claims include the assertion that this would be the first step towards becoming a Type II civilization on the Kardashev scale – defined as one capable of using the entire energy output from its home star. …
… May 06, 2026 AMD and OpenAI Advance AI Networking at Scale with MRC AMD, OpenAI and partners advance AI networking with MRC—boosting scalability, resilience and real-world performance for large AI clusters. …
… MoRI supports multi-level quantized communication: MoRI-EP combine kernel micro-benchmark on the MI355X GPUs EP8, BF16 input, max tokens=4096, hidden dim=7168, scale dim=56, zero-copy=0, dispatch=128/16, combine=128/16, 10-round average, combine latency only Case Path Combine Latency Normal no-scal… …
…We further introduce Scaffold Speculative Decoding to achieve AR-equivalent quality at significantly higher throughput. Finally, we propose a low-overhead test-time scaling scheme: by forking N stochastic trajectory rollouts from…
… The platform combines production-ready GPU infrastructure with a full-stack cloud to deliver operational simplicity and predictable economics at scale. …
… Hardware: With 288 GB on-chip memory and 8 TB/s bandwidth, AMD Instinct MI355X comfortably drives inference at MiMo-V2.5-Pro's full 1T-parameter scale and 1M-token context window. …
… The comprehensive evaluations of Qwen3.6-35B-A3B against peer-scale models across a wide range of tasks and modalities. …
… They might not be getting remasters on the scale of the Modern Warfare and Modern Warfare 2 remasters, but it's possible they're getting some TLC before getting slapped on the front of Game Pass, if that is the plan. …
… Rack-scale architectures with higher scale-up domains provide real value at low interactivity, where larger batch sizes and higher GPU parallelism help most. rack-scale answer from AMD is “Helios” with MI450 GPUs, planned for 2H 2026, targeting exactly that regime. …