Prompt Engineering for Everyone: A Self-Taught, Human-Centered Approach to AI Programming
by Hamid Tavakoli
Preface
The development of large language models has brought about a profound shift in how machines interpret and generate human language. What once appeared to be a statistical breakthrough, automating fluency, has evolved into a general-purpose infrastructure for communication, reasoning, and interaction across professions and institutions. At the center of this transformation lies the prompt: a linguistic artifact that not only initiates model output but also governs tone, framing, and the ethical shape of a response.
Prompt engineering has evolved in parallel with this shift. It began as a creative strategy, then matured into a reproducible technique, and now stands as an applied discipline requiring critical reflection and design responsibility. ...
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