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Guides

Every article on the blog, grouped so you can follow a topic end to end instead of reading isolated posts.

How AI detection works

What detectors actually measure — perplexity, burstiness, sentence rhythm — why scores vary between runs, and why no single number proves authorship.

11 articles

Turnitin and academic detection

How Turnitin's AI indicator behaves, what students see in a report, how university policies treat assisted drafting, and what to do about a false flag.

7 articles

Detector tools compared

GPTZero, Copyleaks, Originality.ai, Sapling and Turnitin compared on what they report, where they disagree, and how to use several as signals instead of one as a verdict.

3 articles

The humanizing workflow

Detect, rewrite only what is flagged, keep the meaning, and re-verify: the practical loop for making your own AI-assisted drafts read like you wrote them.

6 articles

Writing, voice and honest AI use

Keeping your own voice while using AI assistance: editing for specificity, disclosing assistance, and staying on the right side of academic and editorial rules.

1 article

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