High-stakes reasoning refers to analytical tasks where incorrect confidence, hidden assumptions, or unstable conclusions can create legal, financial, strategic, or reputational damage. In these environments, the value of an AI system is measured less by creativity or speed and more by how it handles uncertainty , structures reasoning , and fails under pressure . The comparison between Claude Opus 4.5  and ChatGPT 5.2 Thinking  highlights two fundamentally different philosophi