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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