Readable systems
Code, interfaces, and workflows that are straightforward to pick up later.
Software engineer
I'm Christa Cooke, a software engineer with 10+ years of experience across backend systems, full-stack applications, and research software. I currently work as a Senior AI/ML Engineer at CATHEXIS. Previous work includes research software at Johns Hopkins APL and contract engineering at Carbon Maps.
10+ years
building software
Research tools
biomedical and climate work
Product work
from rough idea to usable app
I like clear interfaces, boring code in the good way, and tools people can keep using after the first version ships.
Current work
Software supporting an HHS AI initiative on the C3 AI platform at CATHEXIS.
How I work
Good software is usually clear, useful, and not too painful to change later. That is what I aim for whether I am building something new or cleaning up an existing codebase.
Code, interfaces, and workflows that are straightforward to pick up later.
AI and data features where they make a real workflow a little easier.
Software that can change without becoming mysterious.
AI and machine learning
I work on AI features when they have a job to do: search, summarization, extraction, research support, or workflow automation. The useful part is usually the product design around the model, not the model by itself.
Search, summarization, extraction, and chat flows built around existing product data.
Interfaces for reading papers, comparing sources, and keeping track of evidence.
Backend and UI work around model output, review steps, and clear failure states.

Featured case study
A small biomedical research app for moving from a research question to a more manageable reading path.
Engineering experience
Experience building software with researchers and product teams, from data pipelines to the interfaces people use to work with them.
Senior AI/ML Engineer, August 2026 to present.
Software engineering for biomedical research, climate modeling, and public health tools.
Contract Full-Stack Engineer, September to November 2025.