Artificial Intelligence has advanced considerably in recent years, with models matching human capabilities in numerous tasks. However, the true difficulty lies not just in developing these models, but in implementing them effectively in practical scenarios. This is where inference in AI becomes crucial, emerging as a critical focus for researchers https://brookshibwo.shotblogs.com/automated-reasoning-execution-the-frontier-of-advancement-driving-pervasive-and-resource-conscious-machine-learning-adoption-42017633