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Jorge UserJU
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Jorge User

@agustinurena

AI Engineer building production LLM systems and trading automation for international clients—end to end, from design to deployment.

Argentina
Message

What I'm looking for

I’m looking to join a team where I can design and ship production LLM systems end to end—prioritizing reliability, evaluation, and automation—while building secure, data-driven trading or AI product features.

I’m an AI Engineer with 6+ years building software and 3+ years delivering AI and trading systems for international clients. I design and ship production LLM systems end to end, including multi-agent pipelines, RAG, and automation, with a strong quantitative foundation in probability, statistics, and Monte Carlo simulation.

I’m the Founder and AI Engineer behind AlgoCustom, an AI platform that turns natural-language strategies into backtested MetaTrader 5 trading bots. I built a multi-agent LLM pipeline with model routing by task difficulty, and a RAG system over a knowledge base mined from years of client work.

I also deliver AI-first trading solutions as a freelance developer, including production Expert Advisors (MQL4/MQL5) and TradingView indicators (Pine Script). From Telegram-to-MetaTrader 5 automation to a Python-to-MetaTrader bridge with low-latency structured logging, I focus on reliability, evaluation, and security—like identifying and fixing an API-key exfiltration vulnerability in an agent sandbox.

Experience

Work history, roles, and key accomplishments

SU

Code Reviewer, AI Code Evaluation

SuperAnnotate

May 2025 - Jun 2025 (1 month)

Audited and reviewed AI-generated MQL5 code to improve output reliability for model training and evaluation.

Education

Degrees, certifications, and relevant coursework

EA

Ejército de los Andes

Electromechanical Engineer, Electromechanical

2014 - 2020

Grade: 2nd in class (~120)

Activities and societies: Nan

Udemy logoUD

Udemy

Certification, Machine Learning & Deep Learning

Completed a Machine Learning & Deep Learning certification course.

FR

Frogames

Certification, ETL in Python

Completed an ETL in Python certification course.

Red Hat logoRH

Red Hat

Certification, Java EE

Completed a Java EE certification.

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