Why Model Behavior Diverges at Scale: An Architecture-First Deconstruction

What hidden assumption breaks when scale looks like a solution? As a Principal Systems Engineer, the useful way to start is not with definitions but with a failure mode: long conversations, multipart documents, or mixed media prompts that used to beh...