Together AI Explores Inference Challenges of Serving DeepSeek-V4 with Million-Token Context

Jul 11, 2026

Together AI published a blog post detailing the inference systems work required to serve DeepSeek-V4, which supports million-token context. The post covers compressed KV layouts, prefix caching, kernel maturity, and endpoint profiles for long-context workloads on NVIDIA HGX B200 hardware.

Why it matters: This highlights the growing importance of inference infrastructure as models scale to million-token contexts, a key challenge for enterprise AI deployment.

Full story at: Together AI Blog ↗