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Abstract: According to research, the vast majority of road accidents (90%) are the result of human error, with only a small percentage (2%) being caused by malfunctions in the vehicle. Smart vehicles ...

We are a research-led school with a reputation for excellent teaching and courses with real-world impact. We are based across four sites, comprising more than 2000 students and 190 specialist staff ...

In tutorial 04, we wrote a GRPO training loop from scratch: sample completions, grade them, compute advantages, build datums, train. That works, but every new task would repeat the same boilerplate.

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