Urban traffic management and road safety enforcement face immense challenges with escalating vehicle volumes. Traditional manual policing is labor-intensive, error-prone, and geographically limited.

Benchmark benchmark/lcb_score.py runs all 175 problems of LiveCodeBench v6 against a local Ollama model, grades each one against its hidden tests, and prints a pass@1 score. It saves results as it ...