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3 publications
A green test suite does not tell you whether the AI system solves the task
A caseworker at an unemployment insurance fund asks an AI assistant whether a member is entitled to benefits from 1 March. The answer can be fluent, correctly formatted and wrong. No classic software test will catch it.
6 min read ·
System One Models: When AI Needs to Make Decisions, Not Write Text
The launch of Jev has drawn considerable attention to a category TypeSafe AI calls “System One Models”. Behind the new label is a familiar idea: AI models designed to classify, score and make constrained decisions rather than generate text. The significance is therefore less about inventing an entirely new type of model and more about what becomes possible when classifiers are flexible, fast and general enough to serve as a dedicated intelligence layer in modern software.
8 min read ·