The developer dashboard looks like it was designed before AWS existed. You will spend more time debugging HTML/CSS layout issues in your HIT templates than writing business logic.
MTurk is the original "Human-in-the-Loop" (HITL) service. As a developer, you don't call gpt4.generate() ; you call create_hit() . amazon mechanical turk developer
amazon-mechanical-turk-developer-guide
Your code says: "Human, please look at this ambiguous data. Fix it. Then send it back to my database." The developer dashboard looks like it was designed