Ricardo O.

Ricardo O.

Salvador, Bahia, Brazil
Hire Ricardo O. Hire Ricardo O. Hire Ricardo O.

About Me

Ricardo uses Ruby, Python, JavaScript, and TypeScript to build scalable and reliable systems that enable product delivery and release, from modern CI/CD pipelines to automation and observability tooling. In addition to his engineering expertise, he has extensive experience in Machine Learning and Data Science, working with TensorFlow and PyTorch and applying classical algorithms like regression and decision trees. With a background in data preprocessing, feature engineering, data mining, and model training, he has hands-on experience with Deep Learning through Computer Vision projects, deploying models into production environments, including integrations via AWS Bedrock, OpenAI API, Grok API, and DeepSeek API. In the LLM space, Ricardo works on fine-tuning and prompt engineering and is familiar with tokens, embeddings, and model architectures. He has built recommendation systems using OpenSearch and AI and brings awareness of AI ethics and bias considerations.

AI, ML & LLM

ChatGPT API AI Programming AI Model Intergration AI/ML AI Model Training AI Content Creation AI Modeling Containerization AWS Bedrock Ruby on Rails (RoR) Pytorch Machine Learning Deep Learning OpenAI API DeepSeek Large Language Models (LLMs) Model Fine-tuning Artificial Intelligence

Frontend

Backend

Database

DevOps

AWS GCP Docker Kubernetes AWS CloudWatch AWS(EC2, ECS, Lambda, Kinesis, Kinesis Analytics, DynamoDB, S3) AWS RDS AWS IAM CI/CD Pipelines

QA & Testing

Workflow

Other

Work history

UpStack
UpStack
Senior Full-stack Developer
2021 - Present (4 years)
Remote
  • Creating and developing innovative software solutions for clients across a broad range of industries.

  • Participating in scrums consisting of cross-functional teams, both software and hardware.

  • Ensuring that features are being delivered efficiently and on time.

Instructure (via BairesDev)
Instructure (via BairesDev)
Staff Software Engineer
2021 - Present (4 years)
Remote
  • Leading company-wide initiatives in infrastructure automation, CI/CD optimization, and observability for large-scale education platforms serving millions of users globally.

  • Architecting and maintaining Terraform and CloudFormation pipelines to manage scalable AWS infrastructure, improving provisioning speed and system reliability across distributed teams.

  • Responsible for platform efforts in the Assignment and Assessment domains, including service boundaries, system design, and internal tooling to improve security, performance, and maintainability.

  • Integrated AI-powered automation into legacy and greenfield services, improving developer workflows and accelerating feature delivery through intelligent tooling and LLM-based enhancements.

  • Built internal libraries, service standards, and deployment workflows adopted across engineering teams to improve code quality, consistency, and delivery speed.

  • Leading major technical transformations including framework upgrades, dependency management, infrastructure migrations, and CI modernization.

  • Regularly leading incident response, post-mortems, and platform reliability reviews to strengthen system resilience and reduce MTTR.

  • Collaborating cross-functionally with product, design, support, and engineering leadership to align platform capabilities with business goals and team velocity targets.

  • Mentoring engineers across multiple teams and reinforcing a culture of high ownership, continuous improvement, and engineering excellence.

RubyPythonAWS(EC2, ECS, Lambda, Kinesis, Kinesis Analytics, DynamoDB, S3) AI/ML AWS DevOps SentryDataDogSplunkJenkinsGitHub Actions CI/CD Pipelines TerraformAWS CloudFormationLarge Language Models (LLMs) Artificial Intelligence
Green Tech Innovation
Green Tech Innovation
System Analyst | Software Developer
2019 - 2020 (1 year)
Bahia, Brazil
  • Designed and developed a system for building management using Django, Django REST Framework for API system and Ruby on Rails for static pages using TypeScript, Bootstrap, and Angular.

  • Designed web service and microservices infrastructure for receiving data through RESTful APIs.

  • Managed the database integrity and inconsistencies across several LoRaWAN devices due to real-time behavior.

  • Managed and documented the application through the best practices already available through research related to software project management.

  • Integrated the web application with TTS and NS designs, philosophies, and constraints.

Reconcavo Institute
Reconcavo Institute
System Analyst | Software Developer
2016 - 2017 (1 year)
Bahia, Brazil
  • Worked on developing software solutions for one of the most renowned and innovative Research, Development, and Innovation (RD&I) organizations in the ICT area.

  • Used Groovy on Rails, Python, and Angular to develop an application for managing meal/gas/transport vouchers for companies.

  • Guided and mentored junior members of the development team.

Santa Casa da Bahia
Santa Casa da Bahia
System Analyst
2015 - 2015
Bahia, Brazil
  • Developed and maintained Java systems and provided improvements and optimization if required.

  • Developed a system using Ruby on Rails, Bootstrap, Jekyll, and Oracle to manage expensive medications (e.g., cancer medicine, orphan drugs, multiple sclerosis drugs, etc.).

  • Provided system maintenance to upgrade legacy system to a newer paid single solution.

Verse Solutions
Verse Solutions
Lead Technical Analyst
2013 - 2014 (1 year)
Remote
  • Designed and developed an application for accountability purposes for a company that specializes in quality and compliance management software.

  • Delivered the application using Ruby on Rails and MongoDB.

  • Set up project management tools for the team (Jira, Redmine, and Git).

RENDTI
RENDTI
Software Developer
2012 - 2013 (1 year)
Santa Catarina, Brazil
  • Migrated a state government invoice issuing system from classic ASP and MySQL to ASP.NET and SQL Server.

  • Created documentation, layouts, diagrams, code comments, and clear code.

  • Analyzed information needs, conferring with users and studying system flow, data usage, and work processes.

Showcase

Full-stack Developer - Creative Commons Icon Font
Full-stack Developer - Creative Commons Icon Font

CC-Icons gives you a scalable vector for Creative Commons Icons and Banners that can instantly be customized — size, color, drop shadow, and anything that can be done with the power of CSS. Created a CSS toolkit for rendering fonts, the site uses Node.js for dependencies, Ruby Jekyll for static page generation, along with JavaScript.

Developer - MP Smart
Developer - MP Smart

Worked on the development of an app for building management using Rails for its pages, Django for APIs, and PostgreSQL. The project is hosted under Heroku.

Developer - Warframe Wiki
Developer - Warframe Wiki

The project is a wiki for the game Warframe. Worked on the design, management, and bot creation using Ruby. The wiki uses MediaWiki and is hosted under Miraheze.

Education

MSc Computer Science
MSc Computer Science
Universidade Federal da Bahia - Brazil
2016 - 2018 (2 years)
BSc Computer Science
BSc Computer Science
Universidade Salvador - Brazil
2007 - 2011 (4 years)