Blog

Source-reviewed guidance on editing AI-assisted drafts, understanding detector limitations, and preserving the evidence behind your work.

• What Perplexity and Burstiness Mean in AI Detection, and Where They Break Down
  Jun 4, 2026

  Perplexity and burstiness come up in nearly every explanation of AI detection. Here's what each one measures, why early detectors relied on them, and where the signals break down.

• Why AI Detectors Can Flag Your Own Writing, and What to Do About It
  May 24, 2026

  You wrote the paper yourself and an AI-detection report says otherwise. Here's what the research says about false positives, why careful human writing can be misread, and how to respond with evidence of your process.

• AI Detectors and Non-Native English Writers: What the Stanford Study Actually Found
  May 24, 2026

  In a 2023 study, seven AI detectors labeled an average of 61% of human-written TOEFL essays as AI-generated. Here's what the research tested, its limits, and how to respond if your own writing is flagged.

• A 12-Point Final Paper Checklist
  May 24, 2026

  A practical final-paper review covering argument, evidence, citations, flow, process documentation, and submission details.

• Same Essay, Different AI Detectors, Different Verdicts: Why the Scores Disagree
  May 21, 2026

  Different AI detectors can label the same human-written essay very differently. Here's what published research shows, why the tools disagree, and what one score actually means.

• Flagged by an AI Detector as an ESL Student? A Practical Guide
  May 13, 2026

  AI detectors can misread careful second-language writing. Here's why it happens, what evidence to gather, and how to talk with your instructor if your own work is flagged.