Why Does Your AI Fail? The Secret Is Not in the Model, But in the "Agent Harness"

You have probably experienced this: in one moment, GPT or Claude solves a complex coding problem in seconds; in the next, the same AI forgets basic context or invents nonexistent information. If the &ldquo;brain&rdquo; (the model) is the same, why are the results so inconsistent?