Building autonomous agents and production-ready AI infrastructure on AWS
Cloud & MLOps Engineer building autonomous agents and production-ready AI infrastructure.
From model training to agents running in production.
| 🏢 | Senior AWS Cloud & MLOps Engineer at TPS |
| 🎓 | MSc(c) Applied Artificial Intelligence - Icesi University |
| 📅 | 6+ years of experience (3 Software Engineering + 3 Cloud Engineering) |
| ☁️ | 6x AWS Certified | ML Specialty & Solutions Architect & DevOps |
| 🎯 | Focus: Agentic AI, MCP, MLOps, LLMOps, Kubernetes (EKS), GPU Infrastructure |
| 🌍 | Creating bilingual content (EN/ES) about Cloud, MLOps & GenAI |
Building autonomous agents for cloud & dev workflows • Deploying LLMs and agentic AI at scale • Optimizing AI infrastructure costs
| Project | What it does | Stack |
|---|---|---|
| genai-agents | Production-grade GenAI agent platform: RAG pipeline, multi-provider LLMs, input/output guardrails (prompt-injection defense, PII redaction), faithfulness & relevance eval, and per-request cost tracking. | FastAPI · LangGraph · Bedrock · OpenAI · Terraform · ECS Fargate |
| E2E-EKS-GitOps | End-to-end MLOps platform on EKS: infrastructure as code, GitOps delivery, model serving and full observability. | Terraform · EKS · ArgoCD · KServe · MLflow · Prometheus · Grafana |
| apolo-11 | Telemetry simulation and monitoring system: generates mission events, streams them over a message broker, and surfaces them in TUI + web dashboards. | Python · FastAPI · RabbitMQ · Prometheus · Grafana · Kubernetes |
| CNNLngSe | Sign language (ASL) classifier with transfer learning, data augmentation, property-based testing and edge export. | TensorFlow · Keras · MobileNetV3 · Docker · TFLite |
Open to collaborations on MLOps, GenAI, and Cloud-native AI projects!
💬 Let's talk about: ML Pipelines • LLM Deployment • GPU Optimization • FinOps for AI