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Notebooks only you can run, results nobody can reproduce.
Pipelines that rerun clean, answers traced back to the data.
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Reduces AIGC detection rates and AI-like tone in academic papers when using Claude Code and Codex. Based on detectors such as 知网, 万方, PaperPass, and PaperPure, it applies scanning, deterministic replacement, sentence-level restructuring, and Anti-AI auditing to cut templated AI traces while keeping academic register, facts, data, citations, and terminology consistent. Use when the user asks to lower AI tone, reduce AIGC rates, avoid AI detection, reduce false-positive AI similarity, make writing sound more human, or mentions 'remove AI tone', 'reduce similarity', or 'AIGC check'.