The Jev model outperformed NOAA's quality layer by identifying 35 issues in climate records compared to 3 caught by hand-written QC rules. It operates at a cost of $0.02 per 1,000 records with a full audit trail.
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A test comparing Jev and GPT-5.6 for predicting book ratings using 1,000 Goodreads ratings revealed that Jev was slightly more accurate, 53 times cheaper, and 25 times faster.
Marionette was used to automate a Flutter game featuring five puzzles. It efficiently read the code and interacted with the game in 9.7 seconds at a cost of $0.0012.
A space race game was developed for TypeSafe/Jev, achieving 31,382 points with 180 stars and 18 kills in the final 180 seconds. The replay video showcases the decision-making process and verified outcomes without new API calls.
Analysis of 277 institutions shows a correlation between invention counts and science prizes, including Nobels and Turing awards, with a log-log slope of 1.84 and R² of .41.