AI Impact Summary
Models affected
DeepSeek-V4
NVIDIA HGX B200
CSA
Run TorchForge RL Pipelines on Together AI Native Cloud — Instant Clusters
11 May 2026
Together Python SDK v2.0 released — type-safe OpenAPI client
11 May 2026
Capacity without conflict: A guide to multi-tenant GPU cluster design for AI-native teams
11 May 2026
Accelerate RL Rollouts by up to 50% with DAS — adaptive speculative decoding
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SWA
BF16
FP8
MXFP4
NVFP4
DeepSeek-V4 makes million-token context a serving-systems problem. Together AI explores the inference work behind V4 on NVIDIA HGX B200, including compressed KV layouts, prefix caching, kernel maturity, and endpoint profiles for long-context workloads.
View original source11 May 2026