ART ECO AI AD Adnan Masood, PhD. Inference-Time Scaling: How Modern AI Models Think Longer to Perform Better Why test-time compute, reasoning budgets, and adaptive inference are redefining LLM accuracy, latency, cost, and deployment architecture