Deterministic Quality: Why Probabilistic QA is Failing Your AI In the world of Large Language Models (LLMs), we often speak in terms of probabilities. We measure "confidence scores" and "perplexity." However, when it comes to the data used to train these models, ... AI data reliability AI quality assurance Human-in-the-loop validation LLM data auditing RLHF quality control deterministic QA for AI expert-led data auditing ground truth verification model hallucination mitigation multi-layer QA frameworks Dec 23, 2025 AquSag Technologies Blog