Code-writing assistants often behave like a chef who, to boil a single egg, rereads the whole cookbook. When asked to make a tiny fix, they reopen dozens of files and retrace long-familiar connections. This is unnecessary work — energy going to waste.
Researchers proposed the E3 method: first gauge the actual complexity, perform minimal actions, and broaden the search only upon failure. The algorithm resembles an experienced chef who cooks an egg from a tried-and-true recipe, without wasted motion. It's a smart approach instead of panic.
The goal isn't to test a robot, but to build engineering-sound AI that doesn't inflate tasks like a black hole devouring everything around it.
Without the E3 method, the agent examined 12 times more files than necessary for the simplest edit.