DeepSeek V4 Explained: Engineering Decisions Around Agentic Workloads

深入浅出 DeepSeek V4：围绕 Agentic 负载的工程决策

DeepSeek V4 targets long-horizon agent tasks with a 1M context. The snippet cites hybrid attention, OPD, Muon, and mHC; the post does not disclose size, data, pricing, or release timing.

Why it matters: HKR-H/K/R all pass: DeepSeek V4, 1M context, and agentic workload engineering create a strong hook with concrete mechanisms. Missing params, data, price, and launch timing keep it at 78, not P1.