Thesis · UNC Córdoba · 2026
TraumaVision AI
Web app for AI-based pediatric wrist fracture detection
96.7%
SensitivityThesis internal test set · 3,038 images
Projects
01
Case Study · Thesis · UNC Córdoba · 2026
TraumaVision AI
Web app for AI-based pediatric wrist fracture detection
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
Emprende U 2026
Now scaling
Academic prototype (thesis submitted) evaluated on retrospective data. Not registered with ANMAT or authorized for clinical use.
02
Case Study · Own agency · Argentina · 2026
Eleven Estudio Digital
Web and AI agency running on a Claude API agent pipeline
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
03
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
04
Case Study · B2B SaaS · Built via Eleven · 2026
KIBBO
Bilingual website and SEO/GEO for a hospital-equipment maintenance platform
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
11
Pages in English
23
URLs in the sitemap
SEO / GEO
05
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
* Client data and amounts blurred
* 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
33
Procurement sources swept
19
Sources the old tool never reached
28
Product categories matched
10k+
Automated tests
Projects
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
33
Procurement sources swept19 Sources the old tool never reached · 28 Product categories matched
01 / 04 · Case Study · Thesis · UNC Córdoba · 2026
TraumaVision AI
Web app for AI-based pediatric wrist fracture detection
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
Python · PyTorch · YOLOv8m · Ultralytics · FastAPI · Uvicorn · OpenCV · NumPy · Pillow · PyDICOM · SQLAlchemy · Jinja2 · ReportLab · Chart.js · GSAP · pytest
03 / Achievements
- Sensitivity · specificity, internal test set of 3,038 images
- 96.7% · 93.1%
- AUC-ROC, internal test set
- 0.987
- Sensitivity · specificity on X-rays from another country, no retraining
- 97.4% · 88.3%
- Now scaling
- Emprende U 2026
Academic prototype (thesis submitted) evaluated on retrospective data. Not registered with ANMAT or authorized for clinical use.
02 / 04 · Case Study · B2B SaaS · Built via Eleven · 2026
KIBBO
Bilingual website and SEO/GEO for a hospital-equipment maintenance platform
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 16 · React 19 · TypeScript · Tailwind CSS v4 · GSAP · JSON-LD · GA4 · AWS Amplify · Claude Code
03 / 04 · Case Study · Own agency · Argentina · 2026
Eleven Estudio Digital
Web and AI agency running on a Claude API agent pipeline
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.js · TypeScript · Tailwind CSS · Supabase · GSAP · Vercel · GitHub · Claude API · Prompt Caching · Extended Thinking · Tool Use · Function Calling · Multi-agent Pipeline · Claude Code CLI · Playwright MCP · Google Drive MCP · Gmail MCP · Google Calendar MCP · Canva MCP · Vercel MCP · next-intl · Resend · VS Code · GitHub Copilot
04 / 04 · 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
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 3.12 · Next.js 16 · React 19 · TypeScript · Supabase (PostgreSQL + RLS) · pgvector · Claude API · pdfplumber + OCR · pytest · Vitest · GitHub Actions · Vercel
03 / Achievements
- Procurement sources swept
- 33
- Sources the old tool never reached
- 19
- Product categories matched
- 28
- Automated tests
- 10k+
Client data and amounts blurred
Frame by Frame
- Video 1 of 5: Where the incubator came from
- Video 2 of 5: Preventive maintenance, from plan to execution
- Video 3 of 5: One-button CPR position
- Video 4 of 5: How an MRI works
- Video 5 of 5: Same prompt, three models
Video 1 of 5: Where the incubator came from
Engravings: Wellcome Collection, via Wikimedia Commons · CC BY 4.0 · cropped, color-treated, camera-animated.
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
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.
Click to play with sound.Tap to play with sound.
Stack
Claude CodeRemotionReact Three FiberThree.jsfaster-whisperedge-ttsPython / NumPy audioFFmpegCapCut
Frame by Frame
- Video 1 of 5: Where the incubator came from
- Video 2 of 5: Preventive maintenance, from plan to execution
- Video 3 of 5: One-button CPR position
- Video 4 of 5: How an MRI works
- Video 5 of 5: Same prompt, three models
Video 1 of 5: Where the incubator came from
Engravings: Wellcome Collection, via Wikimedia Commons · CC BY 4.0 · cropped, color-treated, camera-animated.
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
PyTorch · CUDAYOLOv8m · UltralyticsClaude API · Anthropic SDKOpenCVPyDICOM · DICOMScikit-learnNumPy · PandasJupyter · MatplotlibPrompt EngineeringPrompt Caching · Extended ThinkingTool Use · Function CallingMulti-Agent OrchestrationRAG SystemsReplicate · Real-ESRGAN
TraumaVision · Sensitivity 96.7% (thesis test set)
Web
Next.js · ReactTypeScript · JavaScriptFastAPI · Uvicorn · PythonSupabase · PostgreSQL · SQLiteGSAP · ScrollTriggerTailwind CSS · shadcn/uiOGL · WebGLVercel · GitHub · GitVS Code · GitHub CopilotMCP Protocol · Claude Code CLInext-intl · i18nREST APIs · JSONNode.jsResend · Email APIsHTML · CSS · SVG
Automation & Media
HyperFrames · Video from HTMLRemotionCanva MCPPlaywright MCPMeta API · WhatsApp BusinessAI Image GenerationBrand System DesignCopywriting · AIDA · PASVideo EditingAnimated Presentations
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 network in four layers: biomedical engineering, AI, web and automation.
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
TraumaVision · Sensitivity 96.7% (thesis test set)
- PyTorch · CUDA
- YOLOv8m · Ultralytics
- Claude API · Anthropic SDK
- OpenCV
- PyDICOM · DICOM
- Scikit-learn
- NumPy · Pandas
- Jupyter · Matplotlib
- Prompt Engineering
- Prompt Caching · Extended Thinking
- Tool Use · Function Calling
- Multi-Agent Orchestration
- RAG Systems
- Replicate · Real-ESRGAN
03 / 04
Web
- Next.js · React
- TypeScript · JavaScript
- FastAPI · Uvicorn · Python
- Supabase · PostgreSQL · SQLite
- GSAP · ScrollTrigger
- Tailwind CSS · shadcn/ui
- OGL · WebGL
- Vercel · GitHub · Git
- VS Code · GitHub Copilot
- MCP Protocol · Claude Code CLI
- next-intl · i18n
- REST APIs · JSON
- Node.js
- Resend · Email APIs
- HTML · CSS · SVG
04 / 04
Automation & Media
- HyperFrames · Video from HTML
- Remotion
- Canva MCP
- Playwright MCP
- Meta API · WhatsApp Business
- AI Image Generation
- Brand System Design
- Copywriting · AIDA · PAS
- Video Editing
- Animated Presentations
Experience
Experience
- 06Work
- 03Education
- 02Recognition
Work
Aug 2026–present
LEEX
Automation Specialist
Automate tender workflows and sales documents (product sheets, brochures) with AI. Build SEO/GEO websites and lead-generation AI 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.
Dec 2023–Mar 2024
Big Bear Mountain Resort
Rentals Technician
Full-time 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
Emprende U 2026
TraumaVision AI
National student entrepreneurship competition · project now scaling
2025
Rocking the Industry (RTS Group)
1st place · Team Algarroba LID
Industrial hackathon · 150 multidisciplinary teams
Experience
- 06Work
- 03Education
- 02Recognition
Work
Aug 2026–present
LEEX
Automation Specialist
Automate tender workflows and sales documents (product sheets, brochures) with AI. Build SEO/GEO websites and lead-generation AI 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.
Dec 2023–Mar 2024
Big Bear Mountain Resort
Rentals Technician
Full-time 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
Emprende U 2026
TraumaVision AI
National student entrepreneurship competition · project now scaling
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. Remote, or on-site in Córdoba, Argentina.
© 2026 Juan Pablo Rojo
LET'S WORKTOGETHER.
Applied AI, web products, automation and hospital equipment. Remote, or on-site in Córdoba, Argentina.