Turns a plain-English request into a ranked, licence-screened source list, complete runnable Python (acquisition, profiling, cleaning, leak-checked splits, framework loaders, eval with a trivial baseline) and a dataset card. Never invents dataset paths. Knows the difference between capability data and method data, and gates the second one.
