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Self-guided interventions, such because the letter-alternate exercise, where individuals envision and adopt the attitude of their future selves by exchanging letters with their envisioned future selves, can support profession growth. Developing a framework to implement LLM brokers that simulate younger adults’ future selves to assist their career exploration. Below, we first talk about the importance of younger adulthood and profession pursuits. Furthermore, the incorporation of LLM agents demonstrated effectiveness comparable to the conventional self-guided method (RQ2), offering diverse pathways for career exploration (RQ3). We found that our technique results in more correct estimations of personalised purposeful difficulty. Each node is colored with the issue level