I work in the area of human–AI communication and collaboration, with a focus on helping people use AI tools more effectively without losing human judgment, originality, or creative control.

Currently, I serve as an advisor to the Women in Leadership program at Rockford University. I am an ex-software engineer, instructor, coach, content creator, and lifelong learner, actively deepening my applied AI practice through hands-on AI courses and intensives. My images have been featured 110+ times on Unsplash, and I was among the top 10% of LinkedIn collaborative article contributors across multiple areas. I have also been invited to comment on major LinkedIn articles, especially on AI-related topics.

I work as a project-based AI response evaluation fellow for software engineering, human–AI communication, and image-generation projects.

With a background in physics, engineering, and teaching, I saw early why non-deterministic LLMs cannot be treated like deterministic systems — and why generic prompt packs were never enough for reliable AI use. That led me to create the AIgogy Framework™, a structured approach for getting better, more consistent results from AI tools. The work is based on ongoing research: https://dx.doi.org/10.2139/ssrn.6502620

I also built and shipped PromptRefiner, a free vibe-coded app that turned rough ideas into usable prompts. The site received 1,000+ unique visitors in its first month and was actively used by early adopters.