DeepSeek V2.5 is a capable all-rounder that handles both general conversation and coding tasks with notable fluency. It uses a mixture-of-experts architecture that keeps inference costs lower than its parameter count might suggest, activating only a subset of weights per token. It tends to be verbose and thorough in its responses, which works well for technical explanations but can feel heavy for quick queries.