index 7da89e4..b819ee0 100644
@@ -16,4 +16,4 @@ a suite of writing quality tools that go beyond grammar checking — covering AI
the AI detection component is the most technically contested piece. current detectors have high false positive rates and can be fooled by minor paraphrasing, which makes them unreliable for high-stakes use (grading, publishing). the more honest approach is probabilistic scoring with explicit uncertainty rather than binary "AI/not AI" verdicts. plagiarism detection has the same spectrum issue: verbatim copying is easy to catch, but idea-level plagiarism (paraphrasing someone's argument without credit) requires semantic understanding of the content. the quality scoring component would build on [[ultimate-describer|precision description engine]] logic — evaluating specificity, distinctiveness, and clarity.
-connects to [[ultimate-describer|precision description engine]] which is essentially the precision module of this suite, already built. [[college-essay-grader|college essay grader]] is a specific application — essay quality scoring using embedding distances. [[personalized-autocomplete|personalized autocomplete]] is the in-context version: improving writing as you type rather than after. [[embedding-tone-interpolation|embedding tone interpolation]] is adjacent on the "understand what language is doing in latent space" thread. [[hard-docs-writer|hard docs writer]] is a specific writing task this suite would improve. [[ai-conversationalist|AI conversationalist]] connects inversely — that tool learns to mimic a person's writing style, which is exactly the kind of signal the AI detection side needs to catch.
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+related: [[ultimate-describer|precision description engine]], [[college-essay-grader|college essay grader]], [[personalized-autocomplete|personalized autocomplete]], [[embedding-tone-interpolation|embedding tone interpolation]], [[hard-docs-writer|hard docs writer]], [[ai-conversationalist|AI conversationalist]]
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