AI Transparency Is a System PropertyA model explanation is not enough. AI transparency must be designed into the surrounding knowledge and decision system so outputs can be traced, challenged and corrected.
Falsification, Not Determinism, Is the Central AI ProblemDeterminism supports reproducibility, but reproducibility is not truth. Knowledge-centric AI requires claims that can be tested, falsified and corrected.
The Two Engines of DiscoveryLLMs have made candidate generation abundant. Reliable progress now depends on the quality of the selection system around them.
