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TypeSafe AI launches Jev, a model built to output typed, scored decisions

TypeSafe AI has released Jev, a model designed to convert natural-language input and application state directly into typed decisions, returning choices, scores and probabilities as JSON. The company says Jev uses a new architecture, a parallel sampler, and a training method called Reinforcement Learning for Calibrated Decisions to generate probabilities without token-by-token generation. TypeSafe reports significant speed and cost improvements over general-purpose LLMs for decision-making workflows.

Borderline game data reveals 37,500 hand-drawn national border maps

An online geography game called Borderline has compiled roughly 37,500 crowd-sourced drawings of country borders and coastlines, aggregating them into a visual map that overlays every submitted outline against the real one. The project breaks results down by country, drawing type (land border, coastline, or daily challenge round), and includes median accuracy scores and error rates for each nation.