DeltaChannel.checkpoint() now returns a zero-byte DeltaChannelSentinel
instead of duplicating delta data in checkpoint_blobs. Reconstruction
walks the parent checkpoint chain via checkpoint_writes (which already
holds per-step writes) and replays them through the operator.
In-memory benchmark (100 turns, ~20K tokens):
storage: 10.2 MB → 40.5 KB (251x reduction)
read: 0.6ms → 7.9ms (reconstruction cost, amortized by storage savings)
InMemorySaver and PostgresSaver override get_channel_writes() with
efficient implementations (Python dict walk and recursive CTE respectively).
The base class fallback uses self.list() with a thread-local recursion guard.