Peeling the Transformer: How Attention, KV-Caches, and Retrieval Decide What an AI Remembers

As a Principal Systems Engineer, my intention here is to deconstruct the hidden engineering that makes modern generative models useful - and fragile - at scale. This is not a surface primer; it is a systems-level audit that follows the request/respon...