BrenoAV

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About Me

I have over 4 years of experience in the field of Artificial Intelligence, combining academic research with industry projects in areas such as computer vision, natural language processing, and time series forecasting.

  • 2024–Present — Master’s Degree Student (UFCG)
    Research Focus: Retrieval-Augmented Generation (RAG) for QA systems applied to Brazilian Grid Network Procedures
  • 2022–2024 — Researcher at Ford Motor Company
    Worked on projects involving computer vision (object detection), time series forecasting using statistical and machine learning models, and natural language processing (semantic search).
  • 2021–2022 — Scientific Initiation Scholar (PIBIC/CNPq – UFCG)
    Conducted research on computer vision, specifically in object classification tasks.
  • 2016–2022 — B.Sc. in Electrical Engineering (UFCG)
    Final Paper: Deep Learning for Industrial Surface Defect Classification

Outside of my professional and academic work, I enjoy running, watching TV shows and movies, listening to podcasts, and exploring astronomy content for fun.

Publications

Portfolio

Demo of Agentic Job Application Assistant

Agentic Job Application Assistant

A smart assistant that obtains information from the natural language user input using the power of LLM tooling.
Technologies used: Python, Litellm, AI Agent
View on GitHub

Events

Third Place in DatathONS 2025

Participated in Hackathon provided by the National Electric System Operator (ONS) 2025 (Sep 27 – Sep 28, 2025), which focused on how to make the open data portal (https://dados.ons.org.br/) more accessible and easy to use with Natural Language. Our solution was HorizONS, an AI Agent that connects ONS data to new horizons of interpretation, democratizing access for managers, analysts, and researchers. The solution integrates an AI Agent with RAG, querying PostgreSQL and pgvector databases, integrating with extra documents and data dictionaries, and featuring additional skills like dynamic internet search and arithmetic operations for advanced analyses and automatic aggregations (e.g., calculation of total curtailment by source).

Technologies used: n8n, Python, Docker, Postgres

Presentation at SIMPASE XIV 2025

Presented the work “Sistema Baseado em RAG para Consulta Inteligente aos Procedimentos de Rede do ONS” (RAG-Based System for Intelligent Query of ONS Network Procedures) at the XIV SIMPÓSIO INTERNACIONAL DE ENGENHARIA ELÉTRICA E DE SISTEMAS (SIMPASE XIV) in Foz do Iguaçu, PR, from August 4 to 6, 2025. The event, promoted by CIGRE-Brasil, is the main forum on automation of electric power systems, focusing on themes like Artificial Intelligence and digital transformation in the sector.

First Place in Hackathon CREA-PB 2025

Participated in Hackathon CREA-PB 2025 (May 30 – June 1, 2025), focused on transforming Crea-PB services using Artificial Intelligence. ART (Technical Responsibility Annotation) is a formal document that engineers fill out to officially register their responsibility for a project or service. As a team, we developed an AI tool to automate the completion of the ART, streamlining the document’s generation and validation steps.

Technologies used: LangChain, Streamlit
View Publication →

Books

Technical Books

Introduction to Linear Algebra

Introduction to Linear Algebra

Literature Books

The Foundation

The Foundation

Foundation and Empire

Foundation and Empire

Second Foundation

Second Foundation

A Brief History of Time

A Brief History of Time

Animal Farm

Animal Farm

Ative Sua Mente

Ative Sua Mente

Charlotte's Web

Charlotte's Web

Fantastic Mr. Fox

Fantastic Mr. Fox

Flamingo Boy

Flamingo Boy

Pai, Me Compra um Amigo?

Pai, Me Compra um Amigo?

The Psychology of Money

The Psychology of Money

The Curious Incident of the Dog in the Night-Time

The Curious Incident of the Dog in the Night-Time

The Story of Doctor Dolittle

The Story of Doctor Dolittle

Yes to Life

Yes to Life

Yes to Life

Cesar's Last Breath

24 Horas no Antigo Egito

24 Horas no Antigo Egito

2001 A Space Odyssey

2001 A Space Odyssey