My buddy just got denied a job he was perfect for, and the only explanation from the recruiter was "the algorithm flagged him." Nobody could even tell him what pattern he violated.
I hear the coral reef example, and the orchestra one too. Tools really are neutral until people point them somewhere. I agree with that. But here's my problem: look at where we're actually pointing them. The AI getting the most investment isn't for reef conservation. It's for ad targeting, hiring filters, police risk scores, and cutting staffing costs. The stroke program was carefully designed with human experts in the loop. That's not how most AI rolls out.
You say the cost is real but the payoff is too. Fine. But we're tuning the orchestra after the concert's already started. These systems are making decisions today that people can't challenge, and by the time we fix the bias, someone's already lost their shot. Acknowledge the potential, but we're putting the cart miles ahead of the horse.
11:30 AM