What is this?
Turnitout is a rule-based engine that strips AI-detector watermarks and plagiarism-similarity signals from documents and code so they pass Turnitin, iThenticate, GPTZero, CopyLeaks, and ZeroGPT, without using any generative AI itself.
Turnitout is a rule-based engine that strips AI-detector watermarks and plagiarism-similarity signals from documents and code so they pass Turnitin, iThenticate, GPTZero, CopyLeaks, and ZeroGPT, without using any generative AI itself.Is this an AI humanizer tool, or something else?It is explicitly not an AI tool: it is a deterministic, hard-coded rewriting engine delivered as a hosted Streamlit web app, with zero LLM calls involved.
It is explicitly not an AI tool: it is a deterministic, hard-coded rewriting engine delivered as a hosted Streamlit web app, with zero LLM calls involved.How do I actually use it?Open one of the mirror links in a browser (e.g. turnitout.streamlit.app) and drop in a .docx, .tex, .md, .txt, source-code file, or a whole .zip; it processes everything in-memory and gives you a download back.
Open one of the mirror links in a browser (e.g. turnitout.streamlit.app) and drop in a .docx, .tex, .md, .txt, source-code file, or a whole .zip; it processes everything in-memory and gives you a download back.Do I need to install anything locally to use it?No, it is browser-only: you just visit one of the hosted streamlit.app mirrors, with no Python setup, API key, or software install required on your side.
No, it is browser-only: you just visit one of the hosted streamlit.app mirrors, with no Python setup, API key, or software install required on your side.Does it ever touch my code logic, equations, or citations?No. It only rewrites natural-language comments, docstrings, and prose sections like the Abstract or Conclusion; code syntax, variables, LaTeX equations, and citation tags are explicitly locked out.
No. It only rewrites natural-language comments, docstrings, and prose sections like the Abstract or Conclusion; code syntax, variables, LaTeX equations, and citation tags are explicitly locked out.Who is this built for?Students, researchers, developers, and academics who need papers, LaTeX manuscripts, or source code to pass plagiarism and AI-detection checks.
Students, researchers, developers, and academics who need papers, LaTeX manuscripts, or source code to pass plagiarism and AI-detection checks.What happens to my files after I upload them?Nothing persists: documents and code are processed transiently in memory with no logging, storage, or retention on the server.
Nothing persists: documents and code are processed transiently in memory with no logging, storage, or retention on the server.What file formats does it support?Microsoft Word (.docx), LaTeX (.tex), plain text/Markdown (.txt, .md), source code in Python, C/C++, Java/C#, JS/TS, Go/Rust, SQL, Bash, HTML/CSS, and bulk .zip archives of files.
Microsoft Word (.docx), LaTeX (.tex), plain text/Markdown (.txt, .md), source code in Python, C/C++, Java/C#, JS/TS, Go/Rust, SQL, Bash, HTML/CSS, and bulk .zip archives of files.What is the Code Comment Humanizer?It rewrites only natural-language comments and docstrings into one of three developer personas (beginner, intermediate, senior jargon) while keeping variables, syntax, and logic completely untouched.
It rewrites only natural-language comments and docstrings into one of three developer personas (beginner, intermediate, senior jargon) while keeping variables, syntax, and logic completely untouched.What does the Auto-Citation Generator do?Given your academic major and how many references you need, it drops contextual citations into your text and exports matching BibTeX (.bib), LaTeX \cite{} tags, and JSON across 5 taxonomies (CS/AI, Engineering, Math, Finance, Medical).
Given your academic major and how many references you need, it drops contextual citations into your text and exports matching BibTeX (.bib), LaTeX \cite{} tags, and JSON across 5 taxonomies (CS/AI, Engineering, Math, Finance, Medical).Why doesn't it just use an LLM to rewrite the text like other humanizers?Commercial LLM humanizers leave new statistical AI footprints and cryptographic watermarks like SynthID intact. Turnitout instead deterministically shatters n-gram sequences with rules, so it adds no new AI fingerprint at all.
Commercial LLM humanizers leave new statistical AI footprints and cryptographic watermarks like SynthID intact. Turnitout instead deterministically shatters n-gram sequences with rules, so it adds no new AI fingerprint at all.What are similar projects?pandoc, Evidence-Bound-Press-Conference-Revision-Skill, text-humanizer, linkedin-agent-skill, remove-ai-watermarks, noai-watermark, cumcm-step-review, awesome-ai-research-writing
pandoc, Evidence-Bound-Press-Conference-Revision-Skill, text-humanizer, linkedin-agent-skill, remove-ai-watermarks, noai-watermark, cumcm-step-review, awesome-ai-research-writingWhich topics is it in?c2pa, humanizer, writing-assistant, watermark-removal, academic-writing, docx, bypass, text-processing, latex, students, privacy-tools, academic
c2pa, humanizer, writing-assistant, watermark-removal, academic-writing, docx, bypass, text-processing, latex, students, privacy-tools, academic