Well my original idea was that learning would be localized within each shard. This does imply that the output will always be evenly distributed across the shards, though, which has implications for topology. I haven’t personally had a need for topology, but you are right that solving that problem would require feedback from the SRC in order to choose winning columns that may be weighted more heavily in one shard compared to the others.