JUAN PABLOROJO

Biomedical engineering. I build applied AI, automations and web products.

About

From Biology to Code,From Lab to Product

Biomedical Engineering at UNC Córdoba: thesis submitted, defense pending. The thesis is TraumaVision, an academic prototype that detects fractures on pediatric wrist X-rays. I built the model, the API and the web app.

Since August 2026 I work full-time in Córdoba as Automation Specialist at LEEX, a medical equipment company, and as AI Engineer at KIBBO, a maintenance platform for hospital equipment. In 2026 I also founded Eleven, a web and AI agency that runs on an agent pipeline I built on the Claude API.

First place at Rocking the Industry (RTS Group, 2025), an industrial hackathon with 150 multidisciplinary teams, with team Algarroba LID.

Based in Córdoba, Argentina. English: B2 (LTC Eastbourne, UK) and two work seasons in California in an English-only workplace.

Biomedical · AI · Web · Automation

Juan Pablo Rojo presenting on stage at the Rocking the Industry hackathon, wearing a headset microphone

Projects

Case Study · Thesis · UNC Córdoba · 2026

TraumaVision AI

Web app for AI-based pediatric wrist fracture detection

Demo · 0:36

01 / Components

YOLOv8m model trained and evaluated on 20,000+ pediatric wrist X-rays
Web app: study upload (single image or DICOM ZIP), viewer with the flagged area, physician review and PDF report
Analysis history and model performance panel
Per-user accounts with CSRF protection

02 / Stack

PythonPyTorchYOLOv8mUltralyticsFastAPIUvicornOpenCVNumPyPillowPyDICOMSQLAlchemyJinja2ReportLabChart.jsGSAPpytest

03 / Achievements

96.7% · 93.1%

Sensitivity · specificity, internal test set of 3,038 images

0.987

AUC-ROC, internal test set

97.4% · 88.3%

Sensitivity · specificity on X-rays from another country, no retraining

Semifinalist · Finalist

Emprende U 2026 · AI Founders Lab, by Endeavor and AWS

Academic prototype (thesis submitted) evaluated on retrospective data. Not registered with ANMAT or authorized for clinical use.

Case Study · Own agency · Argentina · 2026

Eleven Estudio Digital

Web and AI agency running on a Claude API agent pipeline

Demo · 0:30

01 / Components

Services: web products, AI agents and content for SMBs
Specialized agents per stage: discovery, strategy, brand, development and QA
Human review and sign-off at every checkpoint
Agency website: an elevator ride through floors, with services, portfolio and contact

02 / Stack

Next.jsTypeScriptTailwind CSSSupabaseGSAPVercelGitHubClaude APIPrompt CachingExtended ThinkingTool Use · Function CallingMulti-agent PipelineClaude Code CLIPlaywright MCPGoogle Drive MCPGmail MCPGoogle Calendar MCPCanva MCPVercel MCPnext-intlResendVS CodeGitHub Copilot

03 / Achievements

2026

Founded

kibbo.io

Site delivered in Spanish and English

View Site

Industrial Hackathon · RTS Group

1st Place · 2025

Rocking the Industry

Industrial hackathon organized by RTS Group: 150 multidisciplinary teams of five working on industrial engineering challenges. Our team, Algarroba LID, took first place with a proposal for human-in-the-loop agents that automate sensor control in a nuclear power plant.

1ST PLACE

Result

ALGARROBA LID

Team

Team: Algarroba LIDRTS Group2025

Case Study · B2B SaaS · Built via Eleven · 2026

KIBBO

Bilingual website and SEO/GEO for a hospital-equipment maintenance platform

Demo · 0:33

01 / Components

Product walkthrough on real screens: inventory, preventive maintenance, work orders and fleet dashboard
Separate mobile design with a record-style layout
JSON-LD structured data, ES/EN hreflang and a sitemap for search engines and AI assistants
Resource guides: CMMS explainer, tender checklist and country records (ES)

02 / Stack

Next.js 16React 19TypeScriptTailwind CSS v4GSAPJSON-LDGA4AWS AmplifyClaude Code

03 / Achievements

ES · EN

Live on kibbo.io

Pages in English

URLs in the sitemap

SEO / GEO

View site →

In development — launching soon

Case Study · Internal B2B System · LEEX · 2026

LEEX Tender System

Web app for public tender detection and AI-drafted bid verdicts

Demo · 0:30

* Client data and amounts blurred

Demo · 0:30

* Client data and amounts blurred

01 / Components

Sweep engine for public procurement portals that flags incomplete sweeps
Classification of each tender by product category
AI-drafted verdict per requirement, with cited evidence; a sales team member signs off on it
Web app: board, review queue, “My work” view and source health

02 / Stack

Python 3.12Next.js 16React 19TypeScriptSupabase (PostgreSQL + RLS)pgvectorClaude APIpdfplumber + OCRpytestVitestGitHub ActionsVercel

03 / Achievements

Tenders

End-to-end management inside the system

Bid documents

Quoting and comparison

Nationwide

Sweep of every public procurement portal in the country to find tenders

Projects

Thesis · UNC Córdoba · 2026

TraumaVision AI

Web app for AI-based pediatric wrist fracture detection

96.7%

SensitivityThesis internal test set · 3,038 images

Case Study · B2B SaaS · Built via Eleven · 2026

KIBBO

Bilingual website and SEO/GEO for a hospital-equipment maintenance platform

ES · EN

Live on kibbo.io11 Pages in English · 23 URLs in the sitemap

Case Study · Own agency · Argentina · 2026

Eleven Estudio Digital

Web and AI agency running on a Claude API agent pipeline

2026

FoundedClients SMBs · Pipeline AI AGENTS

Case Study · Internal B2B System · LEEX · 2026

In development — launching soon

LEEX Tender System

Web app for public tender detection and AI-drafted bid verdicts

Every public procurement portalTender management · bid document quoting and comparison

Frame by Frame

Made with: Remotion. Screens from the LEEX Tender System

AI post-production: Claude Code agents edit, animate and render each piece in Remotion; music and SFX for B6 and KIBBO were finished in CapCut. The three product reels start from iPhone footage; the MRI explainer and the model comparison are 100% AI-made.

Stack

Claude CodeRemotionReact Three FiberThree.jsfaster-whisperedge-ttsPython / NumPy audioFFmpegCapCut

Motion & Video

Frame by Frame

Click to play with sound.Tap to play with sound.

Stack

Claude CodeRemotionReact Three FiberThree.jsfaster-whisperedge-ttsPython / NumPy audioFFmpegCapCut

LEEX · Product demo

LEEX Tender System

A walkthrough of the system in eight steps: it detects medical-equipment tenders on public procurement portals, the AI sets aside the ones outside the product range, sorts by deadline, checks the tender specs against the catalog, builds the quote with price, VAT and total, and exports the PDF ready to attach. Then it tracks each tender by stage, flags openings and changes, and closes on the team board and the status of every portal.

Made with: Remotion. Screens from the LEEX Tender System

LEEX × KIBBO · Trailer

LEEX × KIBBO trailer

Introduces LEEX and KIBBO, its hospital equipment management platform. It starts from the usual problems in a hospital (equipment that can’t be located, wrong accessories, outdated inventories) and walks through the app with real captures: a QR code on each device, fault reports from a phone, real-time status, work orders and preventive maintenance, accessory purchases in the LEEX store, equipment from any manufacturer and a dashboard to decide what to repair or retire.

Made with: Remotion. Real captures from app.kibbo.io

Kinetic type

Eight verbs, one logo

The monogram assembles, splits and regroups on each beat among the Spanish verbs MUEVE, CORTA, ESTIRA and ENCAJA (move, cut, stretch, lock in), in cobalt and acid green.

Made with: Claude Code · HyperFrames · GSAP · FFmpeg. Monogram from its exact vector paths, Pixabay music

Fluid shapes

From circle to monogram

A circle flows into the pieces of the monogram while floods of color hit on the beat, in three inks.

Made with: Claude Code · HyperFrames · GSAP · FFmpeg. Monogram from its exact vector paths, Pixabay music

UI motion

Logo in app mode

The monogram works as an app icon while an interface springs into place around it, with cards and data moving on each beat.

Made with: Claude Code · HyperFrames · GSAP · FFmpeg. Monogram from its exact vector paths, Pixabay music

3D physics

Drop, collide, lock in

The monogram's 3D pieces fall in a dark studio, collide and bounce, then lock into place on the last beat.

Made with: Claude Code · Remotion · React Three Fiber · Rapier · FFmpeg. Pixabay music

Logo sting

Four techniques, one signature

On black, the monogram builds itself from type, shape, interface and physics, with its leg in the brand red.

Made with: Claude Code · HyperFrames · GSAP · FFmpeg. Monogram from its exact vector paths, Pixabay music

LEEX · B6 incubator

Where the incubator came from

In 1878, a Paris obstetrician had a zoo's poultry incubator adapted for newborns; with controlled heat alone, premature mortality fell from 66% to 38%. LEEX's B6 incubator builds on the same idea.

Made with: Claude Code · Remotion · React Three Fiber · faster-whisper · FFmpeg · CapCut. iPhone footage, Wellcome Collection engravings

Engravings: Wellcome Collection, via Wikimedia Commons · CC BY 4.0 · cropped, color-treated, camera-animated.

KIBBO · Product reel

Preventive maintenance, from plan to execution

A maintenance plan takes a week to build, and the first unplanned failure puts schedule and staff out of sync. The reel shows KIBBO's preventive task list: one filterable list, visible to the whole team.

Made with: Claude Code · Remotion · faster-whisper · Python audio · FFmpeg · CapCut. iPhone footage, UI rebuilt in code

LEEX · V8v bed

One-button CPR position

LEEX's V8v electric hospital bed has a CPR function on a single button: pressing it lays the bed fully flat for resuscitation.

Made with: Claude Code · Remotion · faster-whisper · Python-synthesized SFX · FFmpeg. iPhone footage, Mixkit music

Explainer

How an MRI works

MRI uses no camera and no X-rays. Hydrogen nuclei in the body's water align in a strong magnetic field; a radio pulse at their resonance frequency excites them, and gradient coils encode position so the returning signal can be reconstructed as an image. Script researched from 20 institutional sources.

Made with: Claude Code · Remotion · React Three Fiber · edge-tts · faster-whisper · NumPy-synthesized score. 100% AI, no stock footage

AI models

Same prompt, three models

The same prompt sent to three AI models: a WebGPU soft-body simulation of a gummy citrus slice that can be stretched and twisted. Side-by-side screen recordings show each result with the working time and tokens each model reported. 104,531 impressions on LinkedIn.

Made with: WebGPU builds from three AI models · OBS · Remotion · Claude Code

Tech Stack

Stack by Layer

·PyTorch·YOLOv8m·Claude API·Next.js·FastAPI·Supabase·GSAP·HyperFrames·Tailwind·Playwright MCP·Multi-Agent Orchestration·Prompt Caching·Vercel·TypeScript·WebGL·PyDICOM·Anthropic SDK·MCP Protocol·Remotion·Extended Thinking·PyTorch·YOLOv8m·Claude API·Next.js·FastAPI·Supabase·GSAP·HyperFrames·Tailwind·Playwright MCP·Multi-Agent Orchestration·Prompt Caching·Vercel·TypeScript·WebGL·PyDICOM·Anthropic SDK·MCP Protocol·Remotion·Extended Thinking

AI / ML

Claude API · Anthropic SDKClaude Agent SDKClaude Code · Claude Cowork · Claude Desktop · Claude in ChromeSubagents · Hooks · Skills · Claude Code PluginsAgentic Flows (role-based agents and subagents)Multi-Agent Workflows (orchestration, cross-agent review and QA)Custom MCP ServersTool Use · Function CallingContext Engineering (memory, context window, handoffs)RAG SystemsPrompt & Agent EvalsPrompt EngineeringPrompt Caching · Extended ThinkingReusable Skills & System PromptsChatGPT · OpenAI APIPyTorch · CUDAYOLOv8m · UltralyticsOpenCVpydicom · DICOMscikit-learnNumPy · PandasJupyter · Matplotlibn8n · Make · ZapierReplicate · Real-ESRGAN

Web

TypeScript · JavaScriptNext.js · ReactNode.jsFastAPI · Uvicorn · PythonSupabase · PostgreSQL · SQLiteREST APIs · JSONVercel · GitHub · GitHostinger · VPSTailwind CSS · shadcn/uiGSAP · ScrollTriggerOGL · WebGLnext-intl · i18nResend · Email APIsVS Code · GitHub CopilotHTML · CSS · SVG

Content Creation & Automation

Three.js · WebGPU · TSL ShadersMotion Graphics (Remotion · HyperFrames · GSAP)3D Physics (Rapier · cannon-es)FFmpeg · GPU Encoding (NVENC)Playwright MCPMeta API · WhatsApp BusinessAI Content Automation for LinkedInAI Image GenerationBeat Sync (librosa)Sound Design · SFX · Music with Claude CodeCanva MCPReels for Instagram & LinkedInCapCut · Video EditingAnimated PresentationsBrand System DesignCopywriting · AIDA · PAS

Biomedical

CDSS / SaMDJCI StandardsANMAT · ISO 13485 · IEC 62304Corrective & Preventive MaintenanceAdult ICU · CCU · ORPediatric ICU · NICUEndoscopy · Wards · OutpatientDefibrillators · Multiparameter MonitorsInfusion Pumps · IABPIncubators · Radiant WarmersElectrical Safety · FlukeNeovero CMMS · InventoryBiomedical InstrumentationHealthcare Regulations

English

B2 · LTC Eastbourne (UK) + California

Spanish

Native

Tech Stack

Stack by Layer

English: B2 · LTC Eastbourne (UK) + California
Spanish: Native

01 / 04

Biomedical

CDSS / SaMD
JCI Standards
ANMAT · ISO 13485 · IEC 62304
Corrective & Preventive Maintenance
Adult ICU · CCU · OR
Pediatric ICU · NICU
Endoscopy · Wards · Outpatient
Defibrillators · Multiparameter Monitors
Infusion Pumps · IABP
Incubators · Radiant Warmers
Electrical Safety · Fluke
Neovero CMMS · Inventory
Biomedical Instrumentation
Healthcare Regulations

02 / 04

AI / ML

Claude API · Anthropic SDK
Claude Agent SDK
Claude Code · Claude Cowork · Claude Desktop · Claude in Chrome
Subagents · Hooks · Skills · Claude Code Plugins
Agentic Flows (role-based agents and subagents)
Multi-Agent Workflows (orchestration, cross-agent review and QA)
Custom MCP Servers
Tool Use · Function Calling
Context Engineering (memory, context window, handoffs)
RAG Systems
Prompt & Agent Evals
Prompt Engineering
Prompt Caching · Extended Thinking
Reusable Skills & System Prompts
ChatGPT · OpenAI API
PyTorch · CUDA
YOLOv8m · Ultralytics
OpenCV
pydicom · DICOM
scikit-learn
NumPy · Pandas
Jupyter · Matplotlib
n8n · Make · Zapier
Replicate · Real-ESRGAN

03 / 04

Web

TypeScript · JavaScript
Next.js · React
Node.js
FastAPI · Uvicorn · Python
Supabase · PostgreSQL · SQLite
REST APIs · JSON
Vercel · GitHub · Git
Hostinger · VPS
Tailwind CSS · shadcn/ui
GSAP · ScrollTrigger
OGL · WebGL
next-intl · i18n
Resend · Email APIs
VS Code · GitHub Copilot
HTML · CSS · SVG

04 / 04

Content Creation & Automation

Three.js · WebGPU · TSL Shaders
Motion Graphics (Remotion · HyperFrames · GSAP)
3D Physics (Rapier · cannon-es)
FFmpeg · GPU Encoding (NVENC)
Playwright MCP
Meta API · WhatsApp Business
AI Content Automation for LinkedIn
AI Image Generation
Beat Sync (librosa)
Sound Design · SFX · Music with Claude Code
Canva MCP
Reels for Instagram & LinkedIn
CapCut · Video Editing
Animated Presentations
Brand System Design
Copywriting · AIDA · PAS

Experience

06Work
03Education
03Recognition

Work

Aug 2026–present

LEEX

Automation Specialist

Automate tender workflows and sales documents (product sheets, brochures) with AI. Build Claude Cowork projects, AI agents for sales and product, product databases with embeddings and equipment databases for use with generative AI. Build SEO/GEO websites and lead-generation agents, and optimize Google Ads and Meta campaigns.

Aug 2026–present

KIBBO

AI Engineer

Built kibbo.io in Spanish and English for SEO and GEO (AI search). Produce AI-assisted content and run lead-generation AI agents.

2026–present

Eleven Estudio Digital

Founder

Founded and run a web and AI agency for SMBs. Built its agent pipeline on the Claude API, covering discovery, strategy, brand, development and QA.

Mar–Jul 2024

Sanatorio Allende S.A.

Biomedical Engineering Intern

Corrective and preventive maintenance of medical equipment in adult and pediatric ICU, OR and wards, under Joint Commission International (JCI) standards. Equipment: defibrillators (Philips/Feas), multiparameter monitors, infusion pumps (Braun), surgical tables (Steris), incubators (Medix/Atom), Datascope IABP, endoscopes, fetal monitors, ECG/SpO2/capnography. Calibrations with Fluke. Inventory traceability in Neovero CMMS.

Jul–Dec 2023

UNC · Faculty of Exact, Physical and Natural Sciences

Teaching Assistant, Human Physiology

Prepared and taught support classes in Human Physiology for engineering students, and led a study group of more than 15 students.

2023/24 · 2024/25

Big Bear Mountain Resort

Rentals Technician

Equipment rentals, routine technical maintenance and customer service at Big Bear Lake, California, in an English-only workplace.

Education

2020–2026

Universidad Nacional de Córdoba

Biomedical Engineering

Thesis submitted, defense pending · GPA 7.45/10 · No failed courses

2026

Anthropic Claude Academy

11 certifications

Claude API · Claude Code · MCP · AI Fluency · Human-agent teams

2023

Coursera / University of Michigan

Applied Data Science with Python Specialization

Recognition

2026

AI Founders Lab

Finalist · TraumaVision AI

Organized by Endeavor and Amazon Web Services (AWS)

2026

Emprende U 2026

Semifinalist · TraumaVision AI

National student entrepreneurship competition

2025

Rocking the Industry (RTS Group)

1st place · Team Algarroba LID

Industrial hackathon · 150 multidisciplinary teams

Experience

06Work
03Education
03Recognition

Aug 2026–present
LEEX
Automation Specialist
Automate tender workflows and sales documents (product sheets, brochures) with AI. Build Claude Cowork projects, AI agents for sales and product, product databases with embeddings and equipment databases for use with generative AI. Build SEO/GEO websites and lead-generation agents, and optimize Google Ads and Meta campaigns.
Aug 2026–present
KIBBO
AI Engineer
Built kibbo.io in Spanish and English for SEO and GEO (AI search). Produce AI-assisted content and run lead-generation AI agents.
2026–present
Eleven Estudio Digital
Founder
Founded and run a web and AI agency for SMBs. Built its agent pipeline on the Claude API, covering discovery, strategy, brand, development and QA.
Mar–Jul 2024
Sanatorio Allende S.A.
Biomedical Engineering Intern
Corrective and preventive maintenance of medical equipment in adult and pediatric ICU, OR and wards, under Joint Commission International (JCI) standards. Equipment: defibrillators (Philips/Feas), multiparameter monitors, infusion pumps (Braun), surgical tables (Steris), incubators (Medix/Atom), Datascope IABP, endoscopes, fetal monitors, ECG/SpO2/capnography. Calibrations with Fluke. Inventory traceability in Neovero CMMS.
Jul–Dec 2023
UNC · Faculty of Exact, Physical and Natural Sciences
Teaching Assistant, Human Physiology
Prepared and taught support classes in Human Physiology for engineering students, and led a study group of more than 15 students.
2023/24 · 2024/25
Big Bear Mountain Resort
Rentals Technician
Equipment rentals, routine technical maintenance and customer service at Big Bear Lake, California, in an English-only workplace.

Education
2020–2026
Universidad Nacional de Córdoba
Biomedical Engineering
Thesis submitted, defense pending · GPA 7.45/10 · No failed courses
2026
Anthropic Claude Academy
11 certifications
Claude API · Claude Code · MCP · AI Fluency · Human-agent teams
2023
Coursera / University of Michigan
Applied Data Science with Python Specialization

Recognition
2026
AI Founders Lab
Finalist · TraumaVision AI
Organized by Endeavor and Amazon Web Services (AWS)
2026
Emprende U 2026
Semifinalist · TraumaVision AI
National student entrepreneurship competition
2025
Rocking the Industry (RTS Group)
1st place · Team Algarroba LID
Industrial hackathon · 150 multidisciplinary teams

Contact

LET'S WORKTOGETHER.

Applied AI, web products, automation and hospital equipment.

Send an emailjuanpablorojo1@gmail.com

CVPDF · EN / ES

Download CV ↓

CV · Spanish version

juanpablorojo1@gmail.com→

01/ Email 02/ LinkedIn 03/ GitHub 04/ WhatsApp +54 385 514 3413

LinkedIn ↗GitHub ↗Download CV ↓

Built with Next.js · Three.js · GSAP

LET'S WORKTOGETHER.

Applied AI, web products, automation and hospital equipment.

juanpablorojo1@gmail.com

Send an email

JUAN PABLOROJOROJO

From Biology to Code,From Lab to Product

TraumaVision AI

Eleven Estudio Digital

Rocking the Industry

KIBBO

LEEX Tender System

TraumaVision AI

KIBBO

Eleven Estudio Digital

LEEX Tender System

Frame by Frame

LEEX Tender System

LEEX × KIBBO trailer

Eight verbs, one logo

From circle to monogram

Logo in app mode

Drop, collide, lock in

Four techniques, one signature

Where the incubator came from

Preventive maintenance, from plan to execution

One-button CPR position

How an MRI works

Same prompt, three models

Frame by Frame

Stack by Layer

AI / ML

Web

Content Creation & Automation

Biomedical

Stack by Layer

Biomedical

AI / ML

Web

Content Creation & Automation

Experience

Experience

Work

LEEX

KIBBO

Eleven Estudio Digital

Sanatorio Allende S.A.

UNC · Faculty of Exact, Physical and Natural Sciences

Big Bear Mountain Resort

Education

Recognition

LET'S WORKTOGETHER.

LET'S WORKTOGETHER.

From Biology to Code,From Lab to Product

Stack by Layer

AI / ML

Web

Content Creation & Automation

Biomedical

Stack by Layer

Biomedical

AI / ML

Web

Content Creation & Automation

Experience

Experience

Work

LEEX

KIBBO

Eleven Estudio Digital

Sanatorio Allende S.A.

UNC · Faculty of Exact, Physical and Natural Sciences

Big Bear Mountain Resort

Education

Recognition

TraumaVision AI

Eleven Estudio Digital

Rocking the Industry

KIBBO

LEEX Tender System

TraumaVision AI

KIBBO

Eleven Estudio Digital

LEEX Tender System

Frame by Frame

JUAN PABLOROJO