Most teams building automation today are quietly doing the same thing: wrapping a generative model in a prompt that says “respond only in JSON,” then writing a parser, a retry loop, and a fallback path for when the model inevitably drifts off-schema. It works often enough to ship, and it fails often enough to keep…