Serving DeepSeek-V4: why million-token context is an inference systems problem

Together.ai

About this offer

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.

Offer details

Provider: Together.ai
Source: together-ai-blog-rss
Score: 41.32
Confidence: 59%

Source evidence

What RADAR observed and classified to build this opportunity. It is what the source published, not a verification that the offer is still active.

Together AI BlogObserved: May 11, 2026Source reliability: 70%
Serving DeepSeek-V4: why million-token context is an inference systems problem. 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.
Open source