AI / GenAI
- LLMs
- Retrieval-Augmented Generation
- LangGraph / LangChain
- Computer Vision
- GRU / LSTM
- TensorFlow
// experience
Where I’ve built and taught.
// engineering & research
2025-nowcurrent
Senior AI Engineer
itti
Lead AI infrastructure and technical quality for a GenAI team running more than 15 products in production for an enterprise client, covering production engineering and reliability for distributed AI systems on AWS.
2024-2025
Site Reliability Engineer
guane emerging technologies
Cut cloud infrastructure costs by 30% by optimising Kubernetes and GCP workloads. Automated CI/CD pipelines and built the observability stack (Prometheus, Grafana and alerting into Slack) behind cloud-native AI systems on AKS, EKS and GKE.
2023-2024
Backend & Generative AI Engineer
guane emerging technologies
Shipped a production legal RAG platform whose agents automate the analysis of more than 10,000 judicial decisions, built on FastAPI with document-processing and retrieval workflows designed for scale.
2023-2025
Data Scientist / Researcher
Universidad de Antioquia
Built a Colombian Sign Language translation system reaching a 91.17% F1 score with recurrent architectures (GRU/LSTM), together with the data pipeline behind it: a corpus of more than 1,500 videos.
2021-2022
Data Analyst
Experimentality Labs
Built AWS ETL pipelines with Terraform and Python for business-intelligence products integrated with VTEX.
// teaching & community
2025-nowcurrent
Alumni Representative, Program Committee
Universidad de Antioquia
Representing alumni on the Systems Engineering Program Committee, supporting curriculum development and strengthening the connection between academia and industry.
2025
Artificial Intelligence Teacher
PolygonUs
Designed AI learning programs (didactic materials, scripts and video content) for learners building foundational and practical skills in artificial intelligence.
2022-2023
Metaverse Teacher
External contractor
Created and taught a 10-week metaverse learning module focused on blockchain, designing the course content, quizzes and assessments, as an external contractor.
2023
Data Science Course Teacher
COMFAMA
Taught a remote introduction to data science (Python, pandas and analysis fundamentals) on a two-month contract.
2021-2022
Analytics & Data Science Tutor
Universidad de Antioquia
Supported teachers and students of the Specialization in Analytics and Data Science, preparing teaching material for the Deep Learning, Cloud and Visualization courses.
// volunteering
2026-nowcurrent
CNCF Community Organizer
Cloud Native Medellín
Organizing Cloud Native Medellín, the city's CNCF community chapter.
2023-nowcurrent
Google Developer Group Organizer
Google Developer Group Medellín
Volunteer organizer in Medellín's Google Developer Group community.
2022-nowcurrent
Co-founder, Web3ForU Community
Universidad de Antioquia
Co-founded Web3ForU, a university community running study groups on web development, machine learning and blockchain.
// technical skills
AI Infrastructure / Cloud
- AWS
- GCP
- Kubernetes (AKS, EKS, GKE)
- Terraform
MLOps / Observability
- Prometheus
- Grafana
- CI/CD
- SageMaker
- Glue
- Athena
- Step Functions
- Cloud cost optimization
Backend / Distributed Systems
- Python
- FastAPI
- Distributed Systems
- gRPC
Data
- MongoDB
- SQL
- ETL
- Pandas
Leadership
- Technical Leadership
- Team Leadership
- Community Organizing
- Academic Committee Representation
// education
class of 2024
B.Sc. Systems & Computer Science Engineering
Universidad de Antioquia
Now serving on the program's committee as alumni representative.