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Noah Lin Cruz

@noahlincruz

Independent AI researcher building machine-learning and AI agents that optimize decision speed and reduce retrieval latency.

United States
Message

What I'm looking for

I’m looking to build practical AI agents and LLM/RAG systems that solve real user needs—improving decision speed, retrieval latency, and accuracy. I want to combine strong math with production-minded engineering and rapid iteration with users.

I’m an independent AI researcher with hands-on experience in machine learning and AI agent development, grounded in strong mathematics. I work across LLMs, reinforcement learning, and RAG, translating research ideas into practical systems that improve real user outcomes.

I’ve built and optimized custom AI agents, achieving “40% faster decision-making” and “slashed retrieval latency by 50%,” while also improving predictive accuracy by “25%.” I’ve pre-trained transformer-based models on domain-specific scientific corpora, configured distributed training pipelines (reducing training time by 30%), and iterated with beta users to refine prompts and agent behaviors.

Experience

Work history, roles, and key accomplishments

IN
Current

AI and Web Development Researcher

Independent

Jun 2026 - Present (1 month)

Conduct independent AI and web development research across machine learning, reinforcement learning, LLMs, RAG, and AI agents. Built and validated 10 ML models with PyTorch/TensorFlow, designed a custom AI agent architecture, and improved decision-making speed by 40% while reducing retrieval/search latency by 50%.

Education

Degrees, certifications, and relevant coursework

PU

Palawan State University

Master of Arts in Education (MAEd), Mathematics

2024 - 2026

Grade: GPA: 3.0 (GWA 2.0)

Master of Arts in Education (MAEd) with a focus on Mathematics, including advanced research methods, modern mathematics, and mathematical analysis. Conducted a master's research project under faculty supervision and completed comprehensive examinations.

PU

Palawan State University

Bachelor of Secondary Education, Mathematics

2020 - 2024

Grade: GPA: 3.25 (GWA 1.75)

Bachelor of Secondary Education with a specialization in Mathematics, covering college algebra, trigonometry, calculus, linear algebra, statistics and probability, and modern algebra. Completed undergraduate mathematics coursework with an emphasis on analytical problem-solving and mathematics teaching methods.

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