Million-Token Contexts in Production: DeepSeek V4's Hybrid Attention Architecture vs. the Red-Teaming Wall Anthropic Is Hitting

DeepSeek V4 makes million-token contexts tractable with hybrid sparse-full attention, but Anthropic's Jupiter-v1-p red-teaming reveals the attack surface that scales with context length.