The prompt is only novel the first time it’s sent. Then as it’s sent repeatedly as part of the previous context it’s cached.

Deepseek afaik has a novel architecture that is somewhat forgiving of cache shifts. I’ve been getting +90% cache hits with Zed’s agent and it’s not doing anything special regarding caching afaik.