Engram 把条件记忆与条件计算分开。本文核验它移出 GPU 的内容、论文证据边界和部署评测方法。
DeepSeek Engram separates conditional memory from computation. See what moves to host memory, what evidence proves, and how to benchmark it.
DeepSeek V4.1 用 SWA 有界重放压缩持久 KV 缓存。本文拆解缓存命中时变化的状态、已有证据与上线前测试矩阵。
DeepSeek V4.1 cuts persistent KV storage with bounded replay. See what changes on a cache hit, what was tested, and how to validate it.