I build clinical AI software and get it running in production.
Fifth semester of AI Engineering at FIME, UANL. Since 2025 I've worked at the UANL University Hospital, where I lead hu-ai-onco, a mammography decision-support platform that runs on top of the hospital PACS.
On the side I build for MasterCreators, run my own agency since high school, and founded GEIIA, my faculty's AI student group, now 350 members.
Most of what I work on is private. Client contracts on one side, hospital data on the other. What's below is what I can point at.
| Project | What it does | Status |
|---|---|---|
| hu-ai-onco | BI-RADS density grading and mass detection in mammography, wired into the hospital PACS. Ten services in production, open file with COFEPRIS. I lead a team of eight. | Private · in production |
| SCT Viewer | Clinical front end over Spinal Cord Toolbox. Compiled ANTs natively for ARM64 and took segmentation from ~10 min to ~10 s. Runs on five radiology workstations. | Private · in production |
| DigitizerNet | Turns a photographed 12-lead ECG back into signal. 11-stage auditable pipeline with biophysical verification, built for regulatory review. | Private · research |
| Project | What it does | Link |
|---|---|---|
| Galea Asesorías | Tutoring platform for medical students. AES-128 encrypted HLS video, key released only on a valid session, forensic watermarking. 70+ users. | galeaaegis.com |
| Factura Sin Límites | Sales agent that sells software and then opens the client's account by driving the browser itself. Ships with an anti-hallucination test suite. | facturasinlimites.com |
| Nutrición Colectiva | Operations platform for a food business. 29 backend routers, two AI agents, WhatsApp and Messenger on Meta Cloud API, Stripe. | nutricioncolectiva.mx |
| R3D Forge | 3D printing shop with live quoting. Prices come from actually slicing the STL with headless OrcaSlicer, not from a formula. | r3dforge.com.mx |
Full write-ups, screenshots and walkthroughs live at edmundo.dev.
AI Python · PyTorch · LangGraph · nnU-Net · RAG Backend FastAPI · PostgreSQL · Redis · Prisma · Supabase Frontend React · Next.js · TypeScript · Astro · Tailwind Infra Docker · nginx · Linux · VPS · Cloudflare Clinical DICOM · HL7 · PACS · Orthanc
Crafting clean code & chaotic ideas.