Recent advancements in AI, supported by major models from China and the U.S., along with open-source frameworks like Hermes Agent and OpenClaw, have significantly enhanced the efficiency of bug fixing and crisis management. These developments, coupled with harness engineering, have made tasks that seemed daunting a year or two ago much more manageable. The rapid evolution of AI underscores the importance of maintaining a proactive learning mindset to keep pace with technological progress.