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Self-guided interventions, such as the letter-alternate exercise, where contributors envision and undertake the attitude of their future selves by exchanging letters with their envisioned future selves, can assist profession growth. Developing a framework to implement LLM brokers that simulate younger adults’ future selves to help their profession exploration. Below, we first focus on the importance of younger adulthood and profession pursuits. Furthermore, the incorporation of LLM brokers demonstrated effectiveness comparable to the conventional self-guided technique (RQ2), providing diverse pathways for profession exploration (RQ3). We found that our methodology results in more correct estimations of personalised practical problem. Each node is coloured with the difficulty stage