Agustin Diaz-Cano

Software Engineer | MS Candidate

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Artificial Intelligence Based Bug Triage System

Knowledge Engineering & Fuzzy Logic

Course: Intelligent Data Exploitation (Aprovechamiento Inteligente de Datos), UTN MSc Instructors: Cinthia Soledad Vegega, Dr. Florencia Pollo Cattaneo Group project with: Nicolas Agustin Molina, Romina Giselle Velasco - November 2024 An Artificial Intelligence project applying classical knowledge-based systems methodology — knowledge acquisition, taxonomy construction, ontology design (METHONTOLOGY), rule-based inference, and fuzzy logic to reduce false positives in bug report triage for an e-commerce platform. Objective: Determine which real failures correspond to actual software/application malfunctions in a supermarket e-commerce platform, as opposed to issues caused by the user's device configuration. I contributed as the domain expert consulted during the knowledge acquisition process, drawing on real-world QA/e-commerce troubleshooting experience, and collaborated on the taxonomy, ontology, and rule definitions with my teammates. All case scenarios presented are fictional and illustrative (not real client data).
# Agustin Diaz Cano - Software Engineer ## About Software Engineer | Python Developer with 4+ years of experience in software development, specializing in AI/ML and Backend Development (Python). I'm currently pursuing an M.Sc. in Systems Engineering at UTN, focused on Artificial Intelligence and Data Analysis. My technical focus is building backend architectures that integrate GenAI in production-realistic conditions, not just prototypes. I'm developing projects with Python, Retrieval-Augmented Generation (RAG), and the Model Context Protocol (MCP) to explore LLM orchestration and AI agent design. Previously, Sole QA Owner and quality authority for Grupo GDU's e-commerce platforms. Responsible for the entire quality strategy of web and mobile across multiple high-traffic sites, covering a multi-million dollar online channel with hundreds of thousands of users. Held full Go/No-Go authority on production releases with no dedicated QA team. During my tenure, the platforms—previously unranked—achieved nominations for the eCommerce Awards Uruguay in 2024 and 2025. Transitioned from zero coding background in the pre-AI era. Wrote my first line of code in October 2020, received a job offer on May 14, 2021, and shipped my first production PR in June 2021 at an international fintech. Participated in more than 10 projects that reached production. In game development, I created full modifications for the Men of War series as a solo developer, reaching over 200,000 downloads. Only a small percentage of Steam games, mods, and mobile apps (typically under 2-5%, and often closer to 1% for the 100k threshold) ever reach that level of adoption. ## Full Context **[Full Profile / System Context](/llms-full.txt)** ## Quick Links - **Portfolio**: https://www.agustindiazcano.com - **GitHub**: https://github.com/agustindiazcano - **LinkedIn**: https://linkedin.com/in/agustindiazcano - **Writing**: https://www.agustindiazcano.com/writing