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Helio LucioHL
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Helio Lucio

@heliolucio

I build resilient AWS platforms and applied AI systems that scale performance while reducing cloud costs.

Brazil
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What I'm looking for

I'm looking to build reliable, scalable cloud and AI products with international teams, owning architecture through delivery while improving performance, operational efficiency, and cloud cost.

At Caylent, I operationalize AWS backend platforms and AI applications, taking an inherited 18-microservice system to 99.999% request success under 2 million concurrent virtual users while reducing idle cloud spend from about $15,000 to $500 per day.

I've also built RAG, LLM, and multi-agent workflows for financial, airline, and healthcare products using Python, AWS, Azure OpenAI, LangChain, and LangGraph. I enjoy owning architecture through delivery, improving reliability and performance, and making technical trade-offs clear for clients and distributed teams.

Experience

Work history, roles, and key accomplishments

Caylent logoCA
Current

Senior Cloud Software Engineer

Nov 2025 - Present (10 months)

Build and improve AWS-based backend platforms and AI applications, spanning architecture, delivery automation, performance, and cloud cost optimization.

- Operationalized 18 microservices in an inherited AWS platform through CI/CD pipelines and automated API contract testing, enabling large-scale validation with k6 on AWS Distributed Load Testing (DLT).
- Improved platform performance through Red

GFT Technologies logoGT

Full Stack Engineer - AI Tech Lead

Feb 2025 - Nov 2025 (9 months)

- Developed and led full-stack AI applications (Python, LangChain, React, LangGraph) for the financial sector, powering 1,500+ unique users, 50k+ sessions, and 1k+ weekly active users, while improving efficiency and scalability of internal workflows.
- Modernized DevOps pipelines, making CI/CD 4× faster and reducing build times by 70% through uv, ruff, and Docker-based optimizations.
- Acted as AI

BRQ Digital Solutions logoBS

Backend Engineer

Dec 2023 - Jan 2025 (1 year 1 month)

- Designed and launched GAL, the first Generative AI solution in Latin America for the airline industry, supporting workflows across an employee base of 15,000+ through a LangChain-powered RAG architecture deployed on Azure OpenAI.
- Created a Microsoft Teams bot for GOL Airlines using LangChain and Python, with Redis caching and Celery for asynchronous task management, boosting system capacity fr

Dev Launchers logoDL

Software Engineer

Jun 2023 - Nov 2023 (5 months)

- Shipped the “New Builds” feature page for a US-based open-source nonprofit, improving the visibility of community projects as the organization attracted 100+ new contributors.
- Improved frontend performance and Core Web Vitals using React, Next.js, and TypeScript for 400+ active users globally.
- Collaborated remotely with a distributed US team across multiple timezones, following agile practic

Freelance Developer logoFD

Full Stack Engineer

Jan 2022 - Jun 2023 (1 year 5 months)

- Built a medical AI assistant for a healthcare startup using Python, FastAPI, LangChain, Azure OpenAI, and AWS ECS, enabling 50+ doctors to query 100+ medical documents through RAG.
- Contributed to backend reliability and production scalability with AWS ECS, supporting the product’s sale to a major pharmaceutical company.
- Delivered a custom website for an internet provider using React, Next.js

Education

Degrees, certifications, and relevant coursework

CV

Cruzeiro do Sul Virtual

Bachelor's Degree, Computer Science

2022 - 2025

Bachelor’s degree in Computer Science focused on Software Engineering, Cloud Computing, and Artificial Intelligence. Completed advanced coursework in algorithms, data structures, distributed systems, operating systems, machine learning, and databases.

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