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Papers/AI Advocate: Educational Path to Transform Squads to the Future
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AI Advocate: Educational Path to Transform Squads to the Future

May 5, 2026

arXiv
Abstract

This paper analyzes the strategic education process aimed at transitioning traditional software development squads into hybrid structures centered on collaborative work between humans and Artificial Intelligence (AI). In a context where human-AI collaboration can significantly increase productivity, this study explores how the upskilling of XPTO professionals, referred to as AI Advocates, acts as a catalyst for cultural and technical transformation. The objective is to present an experience report on the education and enablement process of AI Advocates within a private Brazilian technology company, highlighting key lessons learned and identified challenges.

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Authors
Carla Soares, Gabriel Moreira, Ana Paula Camargo, Fabio Henrique Scacabarozi, Nicole Davila, Marselle Silva
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arXiv:2605.03800