Why KV Cache Matters — How MQA, GQA, and MLA Make LLM Inference Faster

LLMs generate text one token at a time. That sounds simple. But without KV Cache, every new token would repeat a lot of old work. That is why inference optimization starts with keys and values. KV Cache stores previously computed Key and Value tensors. During generation, the model only needs to comp