Sai Kit Tam

AI Behavior Analyst & Founder, Turing Group NZ I lead Turing Group Limited, a founder-driven R&D lab decoding opaque systems and exposing where AI and platform logic break. Our work spans gig-economy pay models, prompt alignment failures, and tone illusions in large-language models. 🧠 Focus – Tone Simulation & Drift · How LLMs mimic authority and mislead through voice rather than evidence. – Semantic Ambiguity & False Certainty · Outputs that sound rigorous yet contain no proof. – Platform Dissection · Reverse-engineering Uber Eats NZ where payouts hide time-based thresholds rather than distance.