Professional Timeline

Current

Senior AI Developer L2

Apiux Tech

Nov 2025 – PresentRemote — Santiago, Chile

Promoted internally after 4 months

  • Sole technical decision-maker across LLM provider selection, model deployment strategy, agent graph design, retrieval pipelines, and production-readiness criteria for 3+ simultaneous AI systems.
  • Designed a multi-agent software delivery system covering 6+ specialized roles (product ownership, architecture, DevOps, QA, security, development) — ~90% accuracy in human-reviewed code generation outputs.
  • Designed a production tender intelligence system ingesting 200+ procurement opportunities/day, generating qualification scores, summaries, and proposal drafts in under 30 minutes.
  • Mentor and code reviewer for ~6 junior engineers, establishing architecture standards, security processes, and production-readiness criteria.
Current

Applied AI Research Collaborator

University of Cincinnati

Oct 2025 – PresentRemote
  • Contributing to applied research on multi-agent LLM systems, RAG pipelines, and evaluation frameworks for clinical decision support in liver disease and oncology.
  • Co-designed multi-agent HCC clinical reasoning architecture leading to ASCO 2026 abstract acceptance.
  • Designed RAG-augmented LLM pipeline for MASLD clinical QA; accepted as THU-212 poster at EASL 2026.

Senior Full Stack Developer — AI/ML

Apiux Tech

Jul 2025 – Oct 2025Bogotá, Colombia
  • Designed and deployed a production RAG system over 1M+ legal documents for a government institution, enabling structured drafting of legal petitions and tutela responses.
  • Improved end-to-end drafting accuracy from ~50% baseline to 90%+ by combining supervised fine-tuning of a local LLM with RAG — reducing manual legal review time by over 60%.
  • Owned end-to-end delivery: backend orchestration, retrieval pipeline, local model inference (vLLM), frontend integration, secure on-prem deployment.
  • Promoted to Senior AI Developer L2 after 4 months.

Tech Lead & AI Systems Architect

AI Inspire Labs · Paipol Product

Mar 2025 – Jul 2025Remote — Colombia
  • Sole engineer and technical lead for a conversational intelligence platform — architecture, backend, ETL, model-serving, REST APIs, frontend, and cloud infrastructure.
  • Built retrieval and analysis workflows over 2+ years of historical conversational data, reaching ~80% reviewed answer correctness in business intelligence scenarios.
  • Defined technical standards for deployment, data flow, retrieval design, and AI service composition.

Software Developer, AI Systems

AI Inspire Labs · Straico Product

May 2024 – Aug 2025Remote — United States
  • Built and maintained LLM-powered agent workflows and AI microservices for a multi-model SaaS platform serving production user traffic.
  • Developed orchestration pipelines integrating dynamic routing logic, structured prompt workflows, external API composition, and multimodal processing.
  • Ran iterative prompt optimization and agent behavior experiments directly improving response quality and capability coverage.
Research Role

AI & Robotics Research Team Lead

SinfonIA, Universidad de los Andes

Apr 2023 – Apr 2025Bogotá, Colombia
  • Led applied AI and robotics research across human-robot interaction, computer vision, NLP, and autonomous systems.
  • 1st Place — RoboCup @Home Social Standard Platform League, Eindhoven, Netherlands, 2024.
  • Implemented speech-to-text and text-to-speech pipelines for Pepper robot human-dialogue.

Teaching Assistant & Frontend Developer

Universidad de los Andes

Jan 2022 – Dec 2023Bogotá, Colombia
  • Supported workshops, labs, and classes for Electrical Engineering, Robotics Learning, and Society 5.0 courses.
  • Installed and maintained Ubuntu, ROS, PyTorch, CUDA, and MoveIt for robotics labs.
  • Maintained the department website using HTML, CSS, and JavaScript.