I’m Marloes Gerdes, a native Dutch annotation and evaluation specialist working on training data and model outputs for large-scale AI products. I run pairwise model comparisons, rate outputs on defined quality scales, and categorize labeling errors against documented taxonomies—producing gold-standard Dutch reference responses and keeping the same judging rigor consistent across large volumes of items. In addition to evaluation, I build and deploy production LLM applications and support them as someone who understands how outputs are generated, not just how they read. My focus includes bilingual Dutch/English delivery (CEFR C2), daily quality review of contributor work, and practical implementation with GDPR-minded setups for healthcare and e-commerce contexts, including building assistant workflows, triage support, and public demo suites.…I’m Marloes Gerdes, a native Dutch annotation and evaluation specialist working on training data and model outputs for large-scale AI products. I run pairwise model comparisons, rate outputs on defined quality scales, and categorize labeling errors against documented taxonomies—producing gold-standard Dutch reference responses and keeping the same judging rigor consistent across large volumes of items. In addition to evaluation, I build and deploy production LLM applications and support them as someone who understands how outputs are generated, not just how they read. My focus includes bilingual Dutch/English delivery (CEFR C2), daily quality review of contributor work, and practical implementation with GDPR-minded setups for healthcare and e-commerce contexts, including building assistant workflows, triage support, and public demo suites.WWWW…