jq Jake was inspired by the difficulty I was having introducing and teaching jq to coworkers, particularly when working with complex inherited filters.
jq is popular enough that for one-off situations LLM's typically can write new filters and sufficiently interpret existing filters, but for more regular work jq Jake is my attempt to help people understand the jq mental model.