Mandy H.

I'm an AI ethics specialist and technical writer with an MA in Ethical Technology and Artificial Intelligence and 30 years of hands-on technology experience, including deep work in machine learning: classical ML and deep learning through LLM development, fine-tuning, RLHF, and prompt engineering. I've been cited as a primary expert source in academic research on AI ethics. I build documentation, curricula, and analysis that reflects how these systems actually work. That means API references, SDK tutorials, user guides, RCAs, and style guides written by someone who understands the underlying technology, not just the surface concepts. I also consult with nonprofits and mission-driven organizations on AI adoption: ethics review, responsible AI policy, tool selection, data privacy considerations, and staff training. If your organization is trying to figure out where AI fits and what the real risks are, that's the work I do. Published on algorithmic bias and responsible AI. Experienced team lead and editorial director. I can write for engineers, for product teams, and for audiences who have never opened a terminal. Available for fractional and project-based AI/ML technical writing, responsible AI documentation, AI ethics consulting, prompt engineering, API documentation, instructional design, and curriculum development.