Open to opportunities

Almanza33 User

@almanza33user

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AI Developer and Researcher with expertise in full-stack development.

Colombia

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What I'm looking for

I am looking for opportunities that foster innovation and collaboration, where I can apply my skills in AI and full-stack development to solve real-world challenges.

I am an AI Developer and Researcher with a unique dual background in Physics and Computer Science. My journey has been defined by a passion for leveraging mathematical principles and statistical mechanics to create innovative AI solutions. I have a proven track record of leading complex projects, including the design of cost-optimization systems using Retrieval-Augmented Generation (RAG) and conducting fundamental research in the intersection of statistical physics and machine learning.

Currently, I work as a Full-Stack Developer at Straico, where I have led the end-to-end design and development of a novel context management system that significantly reduced conversation costs for our multi-model LLM platform. My role involves utilizing technologies such as React and Node.js to enhance platform functionality while implementing performance monitoring dashboards to validate system efficacy. I am eager to apply my analytical perspective and full-stack development skills to tackle challenges in Generative AI.

Experience

Work history, roles, and key accomplishments

Current

Full-Stack Developer

Current

Straico

Nov 2024 - Present (8 months)

Led the end-to-end design and development of a novel context management system that significantly reduced conversation costs for the multi-model LLM platform. Engineered a hybrid context solution integrating Retrieval-Augmented Generation (RAG) for historical data with short-term memory, preserving high-quality interactions while optimizing token usage.

React LLM RAG API Development Performance Monitoring

Research Contributor

Statistical Physics Investigation Group

Jun 2023 - Present (2 years 1 month)

Participated in a research project investigating the intersection of statistical physics and machine learning. Analyzed complex systems and collaborated with team members to explore how principles of thermodynamics and probability could inform the optimization of AI models.

Machine Learning Data Analysis Research Probability

Education

Degrees, certifications, and relevant coursework

Universidad de los Andes

Bachelor of Science, Computer Science

Currently pursuing a Bachelor of Science in Computer Science, with an expected graduation in 2025. Relevant coursework includes Machine Learning Foundations, Deep Learning & Generative AI, and Data Preprocessing & Feature Engineering. Also studying AI Ethics, Advanced Calculus, Linear Algebra, Probability, and Statistics.

Universidad de los Andes

Bachelor’s Degree, Physics

Currently pursuing a Bachelor’s Degree in Physics. Relevant coursework includes Advanced Calculus, Linear Algebra, Probability, and Statistics. This dual background provides a deep understanding of mathematical principles and statistical mechanics.