The Field Matures: Why AI Stopped Fighting Hallucinations

The industry has abandoned the impossible pursuit of hallucination-free AI in favor of engineering-led uncertainty management. By combining fine-tuning, low-rank adaptation, and DPO techniques to measure and bound error for specific use cases, modern systems achieve greater reliability—precisely because they accept rather than deny imperfection.