Automated feedback research spans ai-generated-feedback-higher-ed, foxglove-writing-feedback-experts-llms, structured-llm-feedback-programming, and tibetcpr-ai-training-feedback — machine feedback is most effective when immediate, specific, and sequenced with human judgment (feedback-loop, formative-assessment).