Ribamar User
@ribamaruser
Senior Software Engineer building scalable backend systems and production-ready LLM solutions.
What I'm looking for
I’m a Senior Software Engineer with 8+ years of experience building scalable backend systems and integrating LLM-powered solutions into production. I specialize in designing AI agents, RAG pipelines, and data-driven systems using Python, Node.js, and .NET Core—always focused on reliability and real-world impact.
In my recent roles, I’ve led engineering efforts to deliver responsive, secure, and maintainable B2B applications, including customer management ecosystems with role-based access controls and production support that improved overall stability. I also build systems that translate complex data into usable experiences through RESTful and GraphQL integrations, reusable UI components, and predictable state management.
I’ve also driven machine learning work with Databricks for market strategy research, built generative AI agents using OpenAI’s API with LlamaIndex and LangChain, and developed reinforcement learning projects using PyTorch. I care about end-to-end execution—from model inference and deployment to scalable microservices with Docker, Kubernetes, and CI/CD—so teams can ship faster without sacrificing quality.
Experience
Work history, roles, and key accomplishments
Lead Software Engineer
TopFlight
Jul 2024 - Present (1 year 11 months)
Built and scaled modern B2B web applications, delivering responsive, secure, and maintainable features across multiple client projects. Integrated RESTful and GraphQL APIs and supported production troubleshooting and performance improvements.
Senior Software Engineer
ITC Management Group
May 2023 - Jun 2024 (1 year 1 month)
Led machine learning and generative AI initiatives, including LLM-powered conversational agents and deployed ML models into production workflows. Built supporting big data and cloud-native systems, including microservices, secure API authentication, monitoring, and CI/CD deployment.
Software Engineer
Checlabs
May 2019 - Apr 2023 (3 years 11 months)
Built and scaled full-stack web applications, including a customer management ecosystem with role-based access controls. Developed SPAs with predictable state management and collaborated with backend teams to integrate RESTful and GraphQL APIs with production support.
Education
Degrees, certifications, and relevant coursework
Federal University of Rio Grande do Sul
Bachelor of Computer Science, Computer Science
2017 - 2019
Completed a Bachelor of Computer Science at the Federal University of Rio Grande do Sul from 2017 to 2019.
Tech stack
Software and tools used professionally
Apache Spark
AWS Glue
Google Cloud Platform
GitHub
GitLab
Kubernetes
Jenkins
React Native
Expo
Pandas
PySpark
MySQL
PostgreSQL
MongoDB
Microsoft SQL Server
SQLite
Hadoop
Gmail
Node.js
Django
.NET Core
Next.js
.NET
Databricks
Figma
Adobe Photoshop
Redis
Jira
Vue.js
AngularJS
React-Vue
JavaScript
HTML5
Java
ES6
PHP
ASP.NET
TensorFlow
PyTorch
scikit-learn
Mapbox
FastAPI
Grafana
Prometheus
Heroku
GraphQL
vuex
OAuth2
AWS Elastic Beanstalk
Amazon Web Services (AWS)
SQL
LangChain
LlamaIndex
OpenAI API
Modal
Enhance
Dynamic
Remote
Availability
Location
Authorized to work in
Social media
Job categories
Skills
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