HEY, I'M JAVI.

Jr LLM Engineer at Ultralytics.

i turn LLMs into agents that can understand context, use tools, and take action.

i'm working on AutoTrain, an AI agent that helps users improve their computer vision workflows and get better results from their models. i'm also building the ul CLI, so developers and AI agents can run those workflows from the terminal.

A FEW NOTES:

AI agents, computer vision, and open-source developer tools.
6 years of experience as a software engineer.
currently pursuing a master's in AI and quantum computing applied to financial markets (MIAX) at Instituto BME.

WORK:

(26-) Jr LLM Engineer, Ultralytics - bringing AI agents into the computer vision workflow, from the first experiment to deployment.
(24-26) software engineer 2, Guidewire - working on Jutro upgrade readiness and a German InsuranceSuite content layer that connects Guidewire apps with local insurance systems.
(22-24) consultant 2, GSC, Guidewire - customized Guidewire Digital solutions for Wawanesa and Germania across policy lifecycle workflows, payments, rating, and producer/customer UX.
(20-22) consultant 1, GSC, Guidewire - delivered enterprise insurance implementation work across Guidewire digital products.
(20) consultant developer intern, Guidewire - started in the GSC track before moving into full-time delivery work.
(19) software engineer intern, FOODRATION4ALL - worked across web and Android development.

PROJECTS I'M BUILDING:

(26-) polp.net - company-memory AI for SMBs that connects Drive, Odoo, Holded, Calendar, PDFs, and local documents so teams get source-backed answers with EU/GDPR controls.
(25) TheStock.club - AI-powered financial analysis platform for investment funds, conversational research, benchmark comparison, and risk-aware insights.
(25) Fichador Digital - multi-tenant workforce SaaS for 50+ companies and 600+ employees, covering time tracking, geolocation, schedules, PTO, and incidents.
(24-) nutriranking.com - sports supplement comparison platform built with Spring Boot, React, Vite, Amazon RDS, Docker, EC2, and GitHub Actions.
(19) ladelpartner.com - YouTube creator statistics site with 11,000+ creators, PHP, MySQL, Python scraping, Bootstrap, sitemaps, robots.txt, and SEO interlinking.

GITHUB / OPEN SOURCE:

(26) finra-mcp - read-only MCP server for the FINRA Query API with dataset discovery, pagination, async workflows, and agent guidance.
(26) hermit - privacy-first iOS RAG experiment that runs locally with on-device models and no external APIs.

EDUCATION:

(25-) Instituto BME - master's in AI and quantum computing applied to financial markets (MIAX).
(16-20) Universitat Jaume I - bachelor's degree in computer science, specializing in information technology.
(19-20) Munster Technological University - IT management through an Erasmus scholarship.

THE STACK:

Python, LLMs, RAG, ReAct architecture, agentic engineering, tool calling, MCP, evaluation, observability, and cloud infrastructure.