BARKING JUSTICE MEDIA • TRANSPARENCY & EDITORIAL PRACTICE
Why Barking Justice Uses AI: Where We Draw the Human Line
Barking Justice Media was built around a human problem, not a new technology. Citizens were receiving more political information than ever while becoming more exhausted, more divided, and often less certain what to do with what they were learning. Our approach to responsible AI use in media came later—as a way to extend human judgment and experience, not replace them.
BY MIKA DOUGLAS & ROBERT ANDERSON · 6 MIN READ
The problem was never a lack of information.
Headlines produced outrage. The next crisis displaced the last one. Historical memory faded. Policy was debated in abstractions while its consequences eventually arrived in somebody’s home, workplace, school, hospital, or bank account.
We believed citizens needed more than information.
They needed context. They needed memory. They needed to understand how power moves from a government decision to a human consequence. They needed ways to recognize patterns that had appeared before. And they needed something stronger than outrage to hold those lessons in memory long enough to matter.
That conviction became Barking Justice Media.
Artificial intelligence came later.
It gave us new ways to execute an idea that was already human. For us, responsible AI use in media begins with that distinction: technology can expand what people are able to produce, but it cannot supply the judgment, purpose, accountability, or lived experience that gives the work meaning.
Every Generation Gets New Tools
Creative history is filled with technologies that disturbed existing ideas about authenticity.
Photography changed assumptions about art. Electric amplification and synthesizers changed assumptions about music. Digital production changed who could create professional work and how that work could be made.
Those technologies raised legitimate questions about skill, labor, economics, authenticity, and what might be lost.
Artificial intelligence deserves the same scrutiny.
It deserves neither automatic celebration nor automatic rejection. The meaningful questions are how it is used, what it enables, what it displaces, how transparently it is employed, and who remains responsible for the result.
That is the standard we apply to ourselves.
Responsible AI Use in Media: What AI Actually Does at Barking Justice
Transparency is more useful than simply describing our work as “human-led.”
Barking Justice uses AI-assisted tools across research, editing, visual development, synthetic narration, technical problem-solving, and production workflows. That includes AI-assisted journalism and AI-assisted music production. But AI-assisted journalism is not AI-directed journalism: the questions we pursue, the evidence we accept, the conclusions we draw, and the responsibility for what we publish remain human.
These technologies allow a very small organization to perform work that once would have required substantially more people, equipment, time, and capital.
For us, responsible AI use in media depends on maintaining a clear boundary between what technology can help produce and what human beings must continue to decide.
But there is a boundary.
AI does not determine what Barking Justice believes.
It does not decide which story we investigate.
It does not decide whether a historical comparison is responsible or whether it goes too far.
It does not determine which evidence we accept, what conclusions we draw, or what citizens should think about the material we present.
And it does not bear responsibility for the accuracy of something we publish.
Those responsibilities remain with us.
WE SELECT · WE QUESTION · WE REJECT · WE REVISE · WE VERIFY
And ultimately, we publish under our name.
AI can participate in production.
It cannot accept accountability.
We can.
The Extraction Code Case Study
In 2025, we completed a 13-chapter research manuscript titled The Extraction Code.
We used AI to help research, organize, test, and work through a large body of material. But the questions we pursued, the evidence we accepted or rejected, the connections we drew, the conclusions we reached, and the manuscript we ultimately put our names behind remained human decisions.
THE EXTRACTION CODE
13-chapter research manuscript
U.S. Copyright Office registration: TXu-2-543-214
Registered: December 11, 2025
That registration should not be misinterpreted as the Copyright Office endorsing artificial intelligence or our use of it. It did not.
But the Office has published its own standard on this question: material generated wholly by AI cannot be copyrighted, and only the human-authored portions of a work can be. Read the report.
*The Extraction Code* was registered as a human-authored work. That did not happen automatically. It happened because the questions, the research judgment, the editorial decisions, and the final manuscript were ours.
Its significance to us is practical, not promotional: *The Extraction Code* is a working example of the human-directed, AI-assisted method we continue to use. For us, AI-assisted authorship means technology can help research, organize, test, and develop material while human beings remain responsible for the questions, evidence, reasoning, conclusions, and final work. That is not a marketing claim. It is the same distinction the Copyright Office itself draws.
More importantly, the work did not end with the manuscript.
The research helped establish one of Barking Justice Media’s central editorial disciplines: Policy Becomes Harm, following government action beyond the announcement and tracing what it eventually produces in the life of a citizen.
AI helped us work through the material.
It did not invent the purpose.
The method came from what we learned.
What Technology Made Possible
There is another part of this story that matters.
Two people in their seventies built Barking Justice Media in less than two years.
AI did not give us the experience that shaped it. It did not give us decades of political and cultural memory. It did not create our frustration with journalism that stops at the headline. It did not conceive Policy Becomes Harm or teach us that music can carry an idea into memory differently from prose.
What technology gave us was leverage.
It reduced the distance between what we could imagine and what we could execute.
For much of modern media history, sophisticated production required substantial institutional scale: researchers, writers, editors, designers, studios, engineers, producers, technical staff, distribution systems, and capital.
Good ideas did not necessarily compete on equal terms. A small organization could have something important to say and still lack the machinery required to say it with professional force.
AI is changing part of that equation.
For independent creators, educators, journalists, advocates, entrepreneurs, and people carrying decades of accumulated knowledge, that possibility deserves attention.
Technology does not have to make experience obsolete.
Used responsibly, it can give experience new reach.
And as production becomes easier, the scarce resources may increasingly become the things technology cannot supply on its own:
JUDGMENT | EXPERIENCE | CREDIBILITY | PURPOSE
The ability to recognize what deserves attention when everyone has acquired the ability to produce more of it.
The Hard Questions Do Not Disappear
None of this means every use of AI is harmless.
There are legitimate concerns about creative labor. Musicians, writers, narrators, illustrators, photographers, and other professionals have good reason to ask what happens when technology can perform portions of work that once required them.
There are legitimate questions about energy use and the environmental cost of large computational systems.
There are serious issues involving copyright, consent, impersonation, misinformation, authenticity, and the use of human-created material in the development of generative systems.
Some people will hear that AI-assisted music production, synthetic narration, research assistance, or generative visual tools were involved in a work and value that work differently.
We understand that.
Our answer cannot be to pretend those concerns are irrational.
Nor can it be to hide the technology.
Responsible AI use in media requires meaningful distinctions.
There is a difference between using AI to expand the capacity of a two-person civic-media organization and using it simply to eliminate people from a profitable enterprise.
There is a difference between using a synthetic voice transparently and impersonating a real person.
There is a difference between using AI to assist research, analysis, and journalism and allowing AI to decide what is true.
There is a difference between creating something deliberately and generating enormous quantities of material simply because production has become cheap.
The ethical question is not merely:
Was AI used?
Better questions are:
What was it used to do?
What did it replace?
What authority was it given?
Was it used deceptively?
Was the underlying work accurate?
And which human being remained accountable for the result?
Those distinctions will become more important as artificial intelligence becomes more ordinary.
What We Ask You to Judge
We do not ask anyone to support Barking Justice simply because we have developed an argument for using artificial intelligence.
Judge the work.
Judge whether our history is responsibly presented.
Judge whether our journalism follows evidence.
Judge whether our comparisons illuminate rather than manipulate.
Judge whether our music strengthens the meaning or merely decorates it.
Judge whether we disclose enough for you to understand what you are receiving.
Judge whether the experience leaves you better able to recognize the forces shaping your life.
And judge whether the people behind Barking Justice accept responsibility when we get something wrong.
Those are the standards we apply to responsible AI use in media—and standards worth applying whether the work was created with a pencil, a printing press, an electric guitar, a synthesizer, a recording studio, or artificial intelligence.
About Barking Justice Media
Barking Justice Media uses journalism, historical memory, original music, and civic education to help citizens recognize how power moves from public policy to human consequence.