Robert Munoz
@robertmunoz
Veteran Systems Analyst specializing in AI training & data annotation. Leveraging Python & engineering to enhance LLM reasoning and accuracy.
What I'm looking for
Career Journey & Achievements My career is defined by a transition from high-stakes physical systems to high-precision digital intelligence. I began my professional journey in the U.S. Navy’s Nuclear Power program, where I operated secondary plant propulsion systems. This experience instilled in me a "zero-failure" mindset and a disciplined approach to technical documentation and quality assurance that remains the backbone of my work ethic today.
After earning my B.S. in Chemical Engineering from UC Davis, I expanded my expertise into the digital realm through Data Science and Analytics immersions at General Assembly. This allowed me to pivot into Systems Analysis and AI Training, where I have successfully managed complex projects ranging from technical support at Lawrence Berkeley National Laboratory to my current role as an AI Training Expert. One of my key achievements includes the meticulous acoustic segmentation and English language data analysis for advanced audio models, where I helped bridge the gap between raw human speech and machine understanding through precise RLHF (Reinforcement Learning from Human Feedback).
Current Focus & Technical Interests I am deeply interested in the "Reasoning" phase of AI development—moving beyond simple pattern recognition to true logical accuracy. Currently, I leverage Python, SQL, and NLP to evaluate and refine LLMs, ensuring they are not only accurate but contextually aware. My interest in Data Analytics isn't just about the numbers; it’s about the story they tell. I enjoy the "detective work" of data cleaning and transformation, using tools like Tableau and Data Bricks to uncover insights that drive better model performance.
Beyond the Screen When I’m not training models or querying databases, I am a passionate video editor (proficient in DaVinci Resolve). This interest has surprisingly enhanced my professional work; editing trains the ear for pacing, rhythm, and flow, which is invaluable when evaluating AI-generated voice and conversational outputs. Based in the scenic region of Castelo Branco, Portugal, I am a dedicated remote-first professional who values the autonomy of the "digital nomad" lifestyle while maintaining the rigid discipline of a veteran. I am constantly seeking to match with companies that value high-integrity data and the human expertise required to make AI truly intelligent.
Experience
Work history, roles, and key accomplishments
Train and evaluate advanced AI models to improve accuracy, reasoning, and real-world performance.
Contract for English language data analysis and meticulous acoustic segmentation for Project Mucina, a critical initiative focused on enhancing conversational AI
capabilities.
Engaged in Options Trading, developing strong analytical skills, market research, and independent decision-making in dynamic financial environments. Pursued Video Editing projects, enhancing technical proficiency with editing software and demonstrating attention to detail and creative problem-solving.
Systems Analyst - Affiliate
Lawrence Berkeley Labs
Mar 2021 - Present (5 years 3 months)
Provided remote technical support and troubleshooting for end-user application challenges, effectively communicating complex solutions via digital channels (Zoom/phone). Collaborated cross-departmentally to streamline and enhance customer communication workflows, improving efficiency and satisfaction in remote support environments.
Associate Engineer
East Bay Municipal Utility District
Nov 1999 - Present (26 years 7 months)
Collaborated effectively with diverse managers, project engineers, and field workers to achieve project objectives, demonstrating strong interpersonal communication and problem-solving skills applicable to complex customer inquiries.
Customer-Facing Roles
UC Davis
Jan 1990 - Present (36 years 5 months)
Provided clear, concise information and guidance to students and parents on complex financial aid processes, building trust and resolving inquiries. Delivered efficient and accurate direct customer service for transactions and inquiries, ensuring high levels of client satisfaction and demonstrating attention to detail.
Education
Degrees, certifications, and relevant coursework
UC Davis
B.S. Chemical Engineering, Chemical Engineering
Studied Chemical Engineering at UC Davis, focusing on core principles and applications. Gained foundational knowledge in engineering concepts and problem-solving methodologies.
General Assembly
Certificate, Data Science
Completed the Data Science Immersive Bootcamp at General Assembly, acquiring practical skills in data analysis, machine learning, and data visualization. Developed an understanding of modern data science tools and techniques.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Social media
Job categories
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