Branch When the First Step Matters

The principle

Tree-of-Thoughts turns linear reasoning into a search: generate several candidate thoughts, judge them, look ahead, and backtrack instead of being stuck going left to right. It matters most when an early choice is pivotal, which is exactly the spot where an agent's first irreversible action sets up everything downstream. Cheap, recoverable steps don't need it. Pivotal ones do.