Choosing a model · 11 min read
When to use a reasoning model — and the tasks where it makes things worse
Every assistant now has a thinking dial, and almost nobody tells you which task deserves it. One test decides it: does this task have a step where being wrong in the middle makes the answer wrong? The shapes where deliberation pays, the shapes where it only buys latency, and the failure no setting can fix.