The implications for democratizing science are particularly noteworthy. The system significantly reduces the learning curve for scientists new to HPLC by automating the detection of common error modes. This means researchers no longer need months or years of experience to identify certain types of experimental failures, making complex experimentation more accessible across disciplines and experience levels.