humanizer-academic

Rewrite ACADEMIC / scholarly / professional prose (English, Chinese, or mixed EN-in-ZH) to remove AI-writing signals across three layers — lexical, structural, and statistical — while PRESERVING scholarly register and ADDING defined academic human texture (authorial stance, source-grounded specificity, syntactic/paragraph burstiness, controlled asymmetry), never inventing facts. Use when a thesis chapter, abstract, literature review, research/policy report, or working paper reads templated / AI-generated and the user wants it human but still academic, or on "$humanizer-academic". Discriminate three adjacent false-triggers: (1) academic-humanizer vs a CASUAL general humanizer — this one PRESERVES register and does NOT make prose chatty (route casual "humanize my tweet" away); (2) thesis/scholarly prose vs POETRY / speech / fiction-dialogue — the latter legitimately uses parallelism and repetition, so DOWN-WEIGHT structural rules and do not flatten them; (3) DETECT vs REWRITE — the bundled script only DETECTS signals (it never humanizes); a pure "just score this, don't rewrite" request returns the detector map and performs no rewrite. Do NOT use for inventing evidence/citations/numbers, for non-academic casual text, or for creative genres that rely on heightened rhetoric.