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Benchmarks & research

Jev Reflex

Runs Jev and a frontier model down parallel lanes, answering the same timed traffic-hazard choices and comparing the scorecards.

Source screenshot of Jev Reflex
SOURCE SCREENSHOTFull screenshot ↗

What it does

The racing animation is theatrical, but the recap uses real provider latency, deadline misses, answer accuracy and estimated cost from each lane.

How you can use it

You can test how fast different AI models react under tight deadlines. Start by writing out quick driving situations with known right choices, such as swerving left or holding your lane. Because the original project hardcodes its own road hazards into the files, your developer must adapt the code to run your custom scenarios.

Running the race requires separate account connection keys generated by TypeSafe and your chosen rival AI provider. Remember that high accuracy matters little if a service answers too slowly. When countdown times get shorter, an opponent may miss deadlines completely and fail to return a decision.