Engineering Decides;
AI Accelerates
Senior Backend & Applied AI Engineer specializing in production-ready Generative AI and scalable systems.
person About Me
I am a proactive, patient, and collaborative Senior Backend & Applied AI Engineer. Clinical management teams querying hospital operational and financial KPIs in natural language — no static dashboards required: that is what I built and shipped to production. My differentiator is real generative AI in production, not on the whiteboard: I founded and am the principal contributor of Go Ecosystem Digital Health's three-component GenAI platform.
The backend foundation underpinning that differentiator is deep and long-running. I am the principal author of Go Ecosystem Digital Health's clinical backend RCF API — the Django/DRF REST engine powering the hospital mobile app integrating legacy HIS systems and external laboratory providers. AI does not replace the fundamentals — it amplifies them. I command Python, Django and Linux at a level that lets me orchestrate NLP models and resolve async deadlocks in production. AI accelerates; engineering decides.
By the Numbers
memory Skills & Technologies
psychology Generative AI
terminal Backend & APIs
database Data
cloud DevOps & Infra
code_blocks Featured Projects
Generative AI Predictability Platform
Go Ecosystem Digital Health
Conversational CMI for clinical management: LangGraph agents for analytical queries, RAG with pgvector (HNSW) over KPI tables, Langfuse observability, and XMLA .NET client for Power BI Fabric integration. Successfully stabilized in production by resolving async deadlocks and SIGABRT fixes.
Key Achievement: clinical management now queries hospital operational and financial KPIs in natural language with no dependency on static dashboards.
RCF API (Registro Clínico Fácil)
Go Ecosystem Digital Health
Deepest backend project (63 months). Clinical REST backend (Django/DRF) powering the hospital mobile app: clinical records, triage, hospitalization; integrates Hosvital HIS via raw SQL Server, SOAP and external lab connections.
Key Achievement: principal author of Go Ecosystem Digital Health's long-running clinical backend — 3,215 commits over 63 months, integrating legacy HIS.
Evazard SaaS POS
CValenciaIT
Solo-built SaaS point-of-sale platform for SMBs with 24 domain controllers: catalog, recurring and installment sales, cash registers, quotes, Mercado Pago subscription plans, and React Native mobile app.
Key Achievement: under the CValenciaIT brand, shipped three complete products from idea to production solo — demonstrating end-to-end ownership.
Incheck Modules
Incheck SAS
Multi-tenant Occupational Safety and Health (OSH) SaaS leveraging django-tenants for schema isolation architecture, featuring robust inventory modules and async Excel imports.
Key Achievement: designed and implemented end-to-end multi-tenant schema isolation and robust async processing.
work_history Experience
Senior Backend & Applied AI Engineer
Go Ecosystem Digital Health | 2021 - Present
Designed and deployed end-to-end the three-component GenAI platform for clinical predictability. Took ownership of the RCF API backend as principal author, powering the hospital mobile application across its full lifecycle. Orchestrated NLP models and resolved complex production deadlocks.
Founder & Full-Stack Lead
CValenciaIT | 2022 - Present
Shipped Evazard solo, a SaaS POS platform for SMBs with 24 domain controllers. Built Vio La Suerte full-stack and provided technical direction and mentorship. Shipped multiple complete products from idea to production solo.
Backend Engineer
Incheck SAS | 2024 - Present
Designed and implemented end-to-end the inventory module for the multi-tenant occupational health SaaS on a django-tenants schema-based isolation architecture, alongside async Excel imports.
Lead Backend Engineer
City of Cali (SGCPS/Awako) | 2023
Led the Government Contract Management System backend as majority contributor, covering the full pre-contractual-to-invoicing lifecycle with Django/DRF.
school Education & Certifications
Information Systems Engineering
Corporación Universitaria Remington
Software Programming Technician
SENA