Natasha Tatta

I review AI-generated content to identify hallucinations, false statements, logical inconsistencies, and unverifiable claims. I assess whether the information is accurate, coherent, and reliable from a human knowledge and reasoning perspective. When issues are detected, I provide corrected versions or clearly flag uncertain or unsupported claims. This helps ensure the output can be safely used in real-world contexts without spreading misinformation or errors. This service is especially useful for validating research summaries, explanations, translations, technical content, and decision-support outputs and more. Deliverables: • Identification of false, misleading, or questionable statements • Correction or clarification of problematic English or French texts • Validation of overall logical and semantic integrity Also see my Ambiguity Resolution & Meaning Validation service

I analyze English or French texts to resolve ambiguity, clarify meaning, and ensure the intended message is logically sound and understandable to humans. AI-generated or human-provided instructions often contain implicit assumptions, unclear phrasing, or semantic gaps. I identify these issues and provide clarified, precise versions that accurately reflect the intended meaning, removing all types of AI slop. This service ensures your content is clear, coherent, and suitable for real-world communication or execution. Deliverables: • Identification of ambiguous, unclear, or contradictory elements • Clarified and unambiguous rewritten version • Validation of semantic coherence and intent Also see my Hallucination Detection & Correction service