About
I'm Christa and this is my blog! I'm a full-stack developer based in Oulu, Finland. My background is mostly Python with some TypeScript on the side. I got my B.S. in mathematics from UCLA in 2021. In my free time I enjoy working on small graphics programming demos and going for bike rides.
CV
Education
University of California, Los Angeles
B.S. Mathematics, Specialization in Computing (GPA 3.7/4.0)
2017 to 2021
Professional Experience
Junior Developer, Badrap Oy
Oulu, Finland - April 2025 to September 2025
Developed an LLM-powered regulatory compliance mapping system bridging cybersecurity standards (NIS2, ISO 27000, Traficom recommendations) with operational security playbooks.
- Built automated pipeline to extract and structure normative content from regulatory documents, converting policy clauses into machine-readable records with contextual metadata
- Developed cross-referencing system mapping requirements to playbooks and generating compliance summaries, business justifications, and executive explanations
- Designed JSON schema and prompting logic for consistent LLM-based extraction of security measures and obligations
- Implemented CI/CD workflow with GitHub Actions to automate document reprocessing and deployment to internal systems
- Contributed to front-end and back-end development for existing playbook infrastructure
- Delivered working system currently used in sales demonstrations with planned product integration