Jaime Rodriguez
Machine Learning Scientist @ SystImmune | Ph.D. in Chemical Engineering
- Role
- Machine Learning Scientist at SystImmune
- Location
- Seattle, WA, US
- LinkedIn followers
- 500 followers
Experience
Machine Learning Scientist
May 2025 — Present · Redmond, WA, US
Spearheaded the development of an internal AI agent that integrates LLM interfaces with an AI Platform that accelerates protein, peptide, and small molecule design-Built and deployed full-stack LLM infrastructure from the ground up, connecting Model Context Protocol (MCP) servers to open-source models like LLaMA, Qwen, and DeepSeek for intelligent function-calling and task routing-Engineered dynamic, multi-step prompt chains to translate scientific queries into backend actions—enabling seamless AI-to-tool communication for lab scientists-Designed and iterated on LLM evaluation frameworks to assess output quality, utility, and stability during agent development-Implemented Retrieval-Augmented Generation (RAG) pipelines for scientific document grounding and better contextual responses-Wrote production-ready Python code for LLM orchestration, server-client logic, and prompt-routing tools; actively contributing to internal ML tools and infrastructure.
Education
University of Washington
Doctor of Philosophy (Ph.D.), Chemical Engineering (w/ Data Science)
2016 — 2021
University of Washington
Master of Science - MS, Chemical Engineering (w/ Data Science)
2016 — 2019
Florida Institute of Technology
Bachelor of Science (B.S.), Chemical Engineering
2012 — 2016
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