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AI Disclosure & Ethical Use
The environment has always mattered to me. I feel a real responsibility to explain the tools I use to bring my research and work to the world, so if you use AI in your own work, please take the time to learn what you are using and how it affects our planet.
AI Disclosure & Ethical Use
I do not use these tools on every episode or every video. I reach for them only when my health requires it, on the days my body will not let me sit through a full recording session the traditional way. When a video or episode uses any assistive technology, the description carries a disclaimer saying so. No disclaimer means no assistive technology was used.
I am a researcher and a writer. My work rests on twenty-eight years of historical expertise and forty years of storytelling. Production has physical limits I cannot always meet, so on the days that catch up with me, I lean on specialized audio and visual tools as a bridge between the work I have already written and the audience waiting to hear it.
Why I Use These Tools
These tools exist for accessibility, not convenience. Traditional recording asks for stamina and a working voice on a schedule, and disability does not run on a schedule. When my body cannot meet a recording studio's demands, these tools carry my finished work across that gap so it still reaches you.
The Human-Led Difference
Technology is my delivery system. The heart, the history, and the truth belong to me.
No. Standard AI tools draw heavy power because they run massive, bloated networks trying to memorize the entire internet just to answer a single prompt.
My audio tools run on a leaner setup called Retrieval-Augmented Generation, or RAG. When I paste my script in, the tool does not search some giant power-hungry brain. It reads only the text I gave it, so the carbon footprint stays small.
Not at all. Standard AI works like someone trying to write a script from everything they have ever read in their entire life, and that takes a massive amount of brainpower while still leaving room for hallucinated or wrong facts.
My tool works more like an open-book test. I hand it the script, and it processes only the exact text in front of it, so I get accurate, localized results without the energy bill a giant model demands.
Every time someone runs a prompt on a standard massive AI model, data centers fire up thousands of specialized chips, drawing heavy electricity and water for cooling.
My tools focus only on the script I upload, so they run on a much smaller, optimized framework. That gives me the processing my audio projects need at a fraction of the electricity per request.
Generating brand-new video or images from a text prompt demands immense data center power, since the AI has to build pixels out of thin air. Most of my images and videos are purchased or drawn by me using digital tools.
My tools never do that kind of generation. I upload a finished video, and the tool reads it to overlay text captions, a targeted, analytical process rather than a heavy creative one. Processing a file I already made uses a fraction of the energy that generating AI visuals from scratch would require.
Yes. I provide my own audio scripts, videos, and finished content, so the heavy lifting is mine. The AI acts only as an efficient assistant to format, caption, and polish what I have already made, which keeps the data usage local, the processing fast, and the environmental impact minimal.
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