Brayan Valencia
@brayanvalencia
Systems and Computing Engineer with hands-on experience in AI, ML, LLM evaluation, prompt engineering, Python, and RAG systems.
What I'm looking for
I am a Systems and Computing Engineer focused on Artificial Intelligence, Machine Learning, and data-driven systems. I enjoy building AI applications with Python, combining data analysis and LLM workflows to improve how models generate and retrieve information.
In my recent roles as an AI Trainer (Revelo, remote), I improved Artificial Intelligence and Machine Learning model performance through Prompt Engineering, Data Annotation, and iterative feedback loops. I also enhanced Large Language Models (LLMs) code generation with Python, applied AI agent evaluation rubrics (Terminal-Bench 2.0, Harbor), and used A/B Testing to optimize response quality and reliability.
Earlier, I developed end-to-end Machine Learning pipelines using the CRISP-DM framework, building and optimizing models with Scikit-learn, TensorFlow, and Keras, and communicating results through Data Visualization with Pandas, NumPy, Matplotlib, and Seaborn. I’ve also worked on personal RAG systems and a data analytics platform deployed on Microsoft Azure with a multi-layer architecture for scalable processing and reporting—experiences that strengthened how I design systems around data and retrieval.
Experience
Work history, roles, and key accomplishments
AI Trainer
Revelo
Mar 2026 - Present (3 months)
Improved AI/ML model performance using prompt engineering, data annotation, and iterative feedback loops. Enhanced LLM code generation quality and used structured evaluation rubrics (Terminal-Bench 2.0, Harbor) plus A/B testing to optimize reliability and performance.
Freelance Math Teacher
Self employed
Oct 2021 - Present (4 years 8 months)
Provided tailored math tutoring to 100+ students in grades 3–11 in Spanish, delivering instruction across arithmetic, algebra, geometry, trigonometry, statistics, precalculus, calculus, and linear algebra. Improved student performance through goal-oriented preparation and feedback, doubling overall test scores and raising student confidence.
Refined YAML-based agent logic to improve LLM alignment with human intent using prompt engineering. Evaluated outputs with structured A/B and A/B/N testing and rubric-based assessment for accuracy, coherence, and relevance in English-language environments.
Taught beginner logic programming to a student in Spanish through simplified, real-life connected explanations of conditionals, loops, and abstraction. Increased engagement and outcomes by improving code quality (50%), engagement (100%), and resit exam grades (100%) using hands-on exercises, live code reviews, and iterative feedback.
AI Trainer
Revelo
Dec 2025 - Jan 2026 (1 month)
Improved AI/ML model performance using prompt engineering, data annotation, and iterative feedback loops. Enhanced LLM code generation with debugging support and reproducible Docker-based execution, and used A/B testing to optimize prompt-driven response quality and reliability.
Machine Learning Intern
Unified Mentor Private Limited
Sep 2025 - Dec 2025 (3 months)
Built end-to-end machine learning pipelines using CRISP-DM, including data preprocessing, feature engineering, model training, and evaluation. Developed and optimized ML/DL models with scikit-learn, TensorFlow, and Keras, supported analysis and visualization with Pandas/NumPy/Matplotlib/Seaborn, and translated results into actionable English business insights.
Education
Degrees, certifications, and relevant coursework
Universidad del Quindío
Bachelor of Engineering, Computer and Systems Engineering
2020 - 2026
Pursued a Bachelor of Engineering in Computer and Systems Engineering at Universidad del Quindío (Jan 2020–Jun 2026).
Universidad del Quindío
Professional Certificate, Information Security Management
2025 - 2025
Completed a Professional Certificate in Information Security Management (Aug 2025–Nov 2025).
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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