Genna W.

Wait! Before you scroll - give me 30 seconds 🎯 Ever hired someone who technically completed the job… but only just? The boxes were ticked. The contract was fulfilled. But the care wasn’t there, and things were rushed. I’m the person who doesn't brush over the details. I catch what others miss, whether that’s a weak paragraph hiding between the pages of your manuscript or a hallucination in an AI model. And yes, I can back that up. 📚 Book Editing & Story Development --------------------------------------------- I’m an avid reader (borderline obsessive) and experienced editor working across fiction and non-fiction. I specialize in: ✦ Romance (all sub-genres) ✦ Mystery & thrillers ✦ Fantasy & sci-fi ✦ Business & technical non-fiction I don’t just fix grammar. I format for publication, tighten structure, improve pacing, and strengthen clarity. I look at whether a book works - emotionally, commercially, and structurally. 🤖 AI Model Evaluation & Data Annotation -------------------------------------------------- I’ve logged 2+ years and thousands of hours on annotation and model evaluation projects. I work carefully. I follow guidelines closely. I flag ambiguity instead of guessing. Because I understand that one small annotation mistake can quickly scale into a very large model issue. My experience includes: ✦ LLM response comparison (Model A vs Model B) ✦ Hallucination identification ✦ Truthfulness & safety evaluation ✦ Instruction-following analysis ✦ Localization tuning (South African, UK & US English) ✦ QA and edge-case logging 🖋️ Writing & SEO Content -------------------------------- I write clear, structured, SEO-aware content in: ✦ Finance & economics ✦ Business & strategy ✦ Health & wellness ✦ Lifestyle & beauty No fluff. Just clean, natural writing that sounds like a human wrote it - because one did. 📄 Languages ------------------ ✦ Native English ✦ Native Afrikaans ✦ Intermediate Dutch If you need precision, consistency, and someone who thinks analytically but writes like a person, then grab a seat, get comfortable, and let’s get to work. Genna