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@almanza33user
AI Developer and Researcher with expertise in full-stack development.
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.
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Work history, roles, and key accomplishments
Straico
Nov 2024 - Present (1 year)
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.
Statistical Physics Investigation Group
Jun 2023 - Present (2 years 5 months)
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.
Degrees, certifications, and relevant coursework
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.
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.
Software and tools used professionally
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