# Thinking With Machines: Prompt Engineering and AI Fluency

> A CSC-105 theme on prompt engineering, AI fluency, computational thinking, and building with large language models.

## Sources

- [Prompt Engineering for Biology, Health Sciences & Pre-Health](/biology.guide.llm.md): How LLMs are being used across biomedical research and clinical practice — and what you could build with them in this course.
- [Prompt Engineering for Business & Accounting](/business.guide.llm.md): How firms are rewiring their operations around LLMs — and what you could build with them in this course.
- [Prompt Engineering for Communication Studies](/communication.guide.llm.md): How LLMs are reshaping messaging, media analysis, and advocacy — and what you could build with them in this course.
- [Prompt Engineering for Computer Science & IT](/cs.guide.llm.md): How LLMs are becoming part of the standard software-engineering toolkit — and what you could build with them in this course.
- [CSC-105 Theme Proposal: Thinking With Machines](/csc-105-theme.guide.llm.md): A prototype pitch reframing CSC-225 (Prompt Engineering for Large Language Models) as a themed section of CSC-105, in the format used on Furman's Introductory Courses page.
- [Prompt Engineering for Economics](/economics.guide.llm.md): How LLMs are changing economic research and financial analysis — and what you could build with them in this course.
- [Prompt Engineering for Education](/education.guide.llm.md): How LLMs are reshaping K-12 and higher-ed classrooms — and what you could build with them in this course.
- [Prompt Engineering for English](/english.guide.llm.md): How LLMs are being used (and critiqued) in close reading, writing, and the digital humanities — and what you could build with them in this course.
- [Prompt Engineering for Sustainability & Environmental Studies](/environment.guide.llm.md): How LLMs and foundation models are changing climate analysis and sustainability reporting — and what you could build with them in this course.
- [Prompt Engineering for History](/history.guide.llm.md): How LLMs are changing archival research and historical scholarship — and what you could build with them in this course.
- [Thinking With Machines: Prompt Engineering and AI Fluency](/index.path.llm.md): A CSC-105 theme on prompt engineering, AI fluency, computational thinking, and building with large language models.
- [Prompt Engineering for Mathematics](/math.guide.llm.md): How LLMs and proof assistants are changing mathematical research — and what you could build with them in this course.
- [Prompt Engineering for Philosophy & Religion](/philosophy.guide.llm.md): How LLMs are reshaping ethical inquiry and the study of canonical texts — and what you could build with them in this course.
- [Prompt Engineering for Politics & International Affairs](/politics.guide.llm.md): How LLMs are showing up in policy analysis, governance, and civic life — and what you could build with them in this course.
- [Prompt Engineering for Psychology](/psychology.guide.llm.md): How LLMs are showing up in psychology research and clinical work — and what you could build with them in this course.
- [Prompt Engineering for Chemistry & Physics](/sciences.guide.llm.md): How LLMs and foundation models are accelerating the physical sciences — and what you could build with them in this course.
- [Prompt Engineering for Sociology & Anthropology](/sociology.guide.llm.md): How LLMs are changing qualitative research and fieldwork analysis — and what you could build with them in this course.