my research direction

When done well, XAI should help answer these questions:

“Why did the AI output this result for a given input?”
“Which input features or factors contributed the most to this decision?”
“Under what conditions is the AI reliable (or unreliable)?” - this is a big one
“What are the limitations, biases, or risks of using this model in production?” - this is more for others
“How can we debug, audit, or improve the model behavior (especially for fairness / safety)?”

The limitation of XAI is that it cannot scale when we try to trace the path of every neuron. We need to understand why we need that