Causal Agent -

At its core, a causal agent is a "thing" with the power to change the world by causing an effect [20].

For a claim of causation to be valid, there must be a correlation between the cause and effect, the effect must follow the cause chronologically, and there should be a plausible explanation for the process [11]. causal agent

By encoding causal links into their decision-making processes, AI agents can navigate complex environments more safely and handle "distribution shifts" (changes in environment rules) more effectively [22, 10]. 3. Causal Agents in Health and Science At its core, a causal agent is a

A is an entity or force responsible for producing a specific effect or outcome. In various fields, it serves as the "bridge" between an initial condition and a final result. 1. General Concepts not the exams themselves) [25

Unlike standard AI which is often reactive, Agentic AI with causal understanding can anticipate the consequences of its actions and identify the true mechanisms behind data trends (e.g., recognizing that "stress" is the real cause of weight gain during exams, not the exams themselves) [25, 35].

In modern technology, "Causal Agents" refer to specialized AI systems designed to understand and act upon cause-and-effect relationships rather than just simple patterns.