\paragraph{Benchmarks.} Few-shot Omniglot-style slices and a simple image moving-dot demo; plus one domain-specific stream.

\paragraph{Metrics.} Accuracy vs.\ examples, delivered events, stability under continual updates, growth events, and compute/runtime.

\paragraph{Ablations.} Remove growth, remove T2, disable bus effects, single-slot only vs.\ multi-slot hidden layers.