With the incorporation of LLMs, software development has advanced to a new level. These sophisticated tools are no longer just code suggestion providers in IDEs; instead, they are AI Pair Programmers that can help with many complicated jobs. They usher in a new era of software engineering and change the way developers approach problem-solving and coding.