How to build machines with good mannersYou’ve simply constructed an AI system. What will you do if errors occur?Here’s one mistake already: when! “When” errors occur, not “if” errors occur!When B.J. May stepped out of his Georgia house on a sunny day, he skilled one in every of my favourite AI whoopsies. The “good” facial recognition-based lock on his entrance door wouldn’t let him again in as a result of it was defending the residents from…From a tweet by BJ May, used with his permission.… Batman!Luckily, the workforce that constructed the good lock deliberate for errors, which is why B.J. had the choice to use his pin to get again inside. But what in the event that they hadn’t? Our (tremendous)hero would have had a really completely different day certainly. And a really darkish evening.Just as accountable policymakers create plans and failsafes for human error, accountable practitioners of machine studying and AI at all times be sure that there’s a plan in place in case the system produces the improper output.The picture above is a slide from one in every of my talks. When I ask reliability engineers what the error is on this slide, I’m amazed how usually they ignore the directionally challenged street markings as a result of they’re too busy hollering “when, not if!” Good. I’m with them: the if is the larger concern. Mistakes will occur.A good reminder for all spheres in life is to count on errors every time a job is troublesome, difficult, or happening at scale. Humans make errors and so do machines; arithmetic doesn’t trump the foundations of frequent sense. The most harmful mistake you can also make is forgetting that errors will occur with AI.When we try to automate complicated duties and build complicated programs, we must always count on imperfect efficiency. This is true for conventional complicated programs and it’s much more painfully true for AI programs.When it comes to AI, anticipating perfection is just not solely unrealistic, it’s harmful.
https://kozyrkov.medium.com/etiquette-lessons-for-ai-61565313ae85
Etiquette Lessons for AI. How to build machines with good manners | by Cassie Kozyrkov | Sep, 2023
