Cary Chananya A.

Professional Overview Bridging the gap between human nuance and machine intelligence. Are you looking for an expert who can ensure your AI speaks "Human" fluently, or a linguist who understands the technical complexities of the digital age? With over 20 years of experience as a Senior English-Thai Localization Expert and a specialized background in Medical Technology (B.Sc.) and International Management (M.M.), I provide high-stakes linguistic and behavioral solutions for global brands and AI developers. What I Bring to Your Project: 1. AI Behavior & Training (RLHF): • RLHF & Model Mentorship: I train LLMs to adopt specific brand personas, shifting outputs from generic to high-conversion content. • Hallucination Mitigation: Expert in auditing AI logic leaps and fact-checking to ensure data integrity (The "Almond vs. Apricot" Protocol). • Prompt Engineering: Optimizing linguistic prompts for better Thai language performance and cultural resonance. 2. High-Level Translation & Localization: • Subject Matter Expertise: Specialized in Medical, Financial, Forex, and Insurance sectors. • MTPE (Machine Translation Post-Editing): I don’t just translate; I refine AI-generated translations to meet professional standards and cultural etiquette. • Transcreation: Adapting your marketing message to pass the "2-Second Rule" of digital engagement in the Thai market. 3. Domain Authority: • Medical/Healthcare: Deep understanding of clinical protocols and pharmaceutical compliance. • Sales Psychology: Applying 10+ years of sales leadership to create copy that handles objections and drives results. Why Work With Me? I operate as a Human-in-the-Loop expert. Whether it’s localizing a complex medical manual or fine-tuning an AI agent’s persona, my goal is to deliver precision, cultural integrity, and measurable impact. “I don't just process words; I architect behaviors.” Skills • AI & Machine Learning: RLHF (Reinforcement Learning from Human Feedback), AI Content Moderation, Prompt Engineering, LLM Training. • Translation & Localization: English to Thai Translation, Localization, MTPE, Transcreation, Proofreading. • Specialized Writing: Copywriting, Technical Writing (Medical/Financial), Content Strategy. • Other: Insurance, Sales Psychology, Forex Analysis, Medical Technology. Notes: 1. CASE STUDY: THE ALMOND VS. APRICOT PROTOCOL • Challenge: An AI model consistently produced "hallucinated" data, misidentifying critical ingredients and summary points. • Action: Implemented a rigorous human-feedback loop, auditing every logic jump and re-training the model’s summary patterns using proprietary linguistic rules. • Result: Reduced hallucination rates by over [Insert % if possible] and successfully "transplanted" a high-level editorial persona into the AI’s output behavior.