AI Engineer · MOBO
Dec 2025 — Present- Autonomous Agent Systems: Designed and deployed autonomous multi-agent systems (CrewAI, LangGraph, Hermes, Phi), implementing the Model Context Protocol, structured tooling and function calling, and state machines with n8n.
- Agentic RAG & Knowledge Integration: Integrated Agentic RAG workflows, strategic context management (context window optimization and harnessing), and multi-source connectivity using vector embeddings, graph databases (Neo4j), and DAX cubes.
- LLM Serving & Optimization: Deployed and served open-weight models (Llama, DeepSeek, Qwen) using vLLM to maximize throughput, minimize latency, and optimize operational costs.
- Infrastructure & Gateway Management: Administered on-premise bare-metal servers and Kubernetes clusters for AI workloads, managing routing, rate limiting, and security via Kong API Gateway.
- Computer Vision Pipelines: Architected multimodal computer vision pipelines (Gemini API + YOLO) for real-time video analytics and operational incident detection.
AI & Systems Infrastructure Engineer · PEMEX
Jan 2025 — Aug 2025Internship- End-to-End System Deployment: Led the complete deployment of the MAAe platform (Advanced Model for Evidence Analysis), covering database design, backend, frontend, and core processing engines.
- Infrastructure Virtualization: Orchestrated and virtualized infrastructure using Docker and Docker Swarm, ensuring high availability, portability, and fault tolerance across local servers.
Systems Architect & Technical Project Lead · Indava
Nov 2022 — Dec 2025- Core Architecture & Legacy Migration: Led software architecture and legacy system migrations to Laravel, integrating custom automation workflows with enterprise ERPs (Odoo) across key projects: TAP Terminal, PLMA, IncFile, IRE-TCMC.
- LLM & Data Processing Integration: Implemented AI pipelines with OpenRouter for enterprise LLM adoption, large-scale web scraping (Selenium, BeautifulSoup), and AI-driven unstructured data processing.
- Process Modeling & Knowledge Bases: Designed complex business logic using 4-level DMNs and BPMN modeling, and automated technical wikis connected to internal knowledge bases.