Academic writing in the AI era is studied across the wiki through aiawe-automated-writing-evaluation, llm-fallacy-misattribution, and genai-linguistic-diversity-academic-writing — the shared finding being that LLM assistance reshapes authorship, evaluation, and multilingual equity in scholarly production.