Practical exercise
Find one bias in an AI you actually use
Bias is not just about race or gender on chatbots. It hides in the apps you open every day: news ranking, video recommendations, ride pricing, loan approvals. Today you will run one careful test on one app you actually use, and document a pattern that is not random.
30 min·practitioner
Now try it
Find one bias in an AI you actually use
Stretch
On a laptop, write up your audit as a 300 word LinkedIn or Polymath community post with the screenshots and tag the company politely. Save the post link.
Goes into your portfolio
A photographed two table audit of one app with a one sentence finding statement and timestamps for each test, plus optional public post link.