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.