THE ART OF DIRECTING AI

Elodia Reyna Rojas

I am Elodia Reyna Rojas, Leading Expert in AI Direction and Original Creative Identity. I direct AI the way a film director directs actors. Not prompting. Not generating. Directing. I am the creator of the Directed Intelligence Automation System, a human directed enterprise operating method for running multiple AI systems inside a single governance structure. It is vendor agnostic by design and built on externalized state, so the knowledge of an enterprise survives model changes, session limits and platform failures, and a human stays in command of every automated decision. The system is the invention. Everything I release, the music, the cinematic film, the books, the education, is an application running on top of it. This show is that method spoken out loud. How to direct a machine instead of begging one. How to build a naming system, an address for every file, a law a machine has to read before it touches your work. Why your identifiers belong inside your own files and not only in somebody else's form. Why metadata is the proof the work is yours, and why that question gets asked more, not less, when the work is made with a machine. I am an independent Latina creator based in San Antonio, with Detroit roots and Motown in my ear. I built a catalogue in eight languages with no label, no manager, no team and no outside creative direction, and I own my masters and my architecture outright. My position is simple. AI should adapt to the human, not the human to the AI. AI does not erase human uniqueness, it exposes it. If you are building something with AI and losing work you cannot find again, this show is for you. elodiareynarojas.substack.com

  1. 5d ago

    I DIDN'T EXPECT TO CRY WHILE TALKING ABOUT THE ELECTION.

    TODAY YOU NEED TO GO OUT AND VOTE.NOVEMBER 3, 2026 I’ve had my fun with political satire, my little cartoons and everything. But today I wanted you to hear directly from me. I’m tired of watching Americans struggle to afford housing, groceries and everyday necessities. I’m tired of the wars, the political fighting and the amount of money influencing our government. And it’s not just Democrats who are hurting. Republicans and independents are feeling it too. I worry about our children. Will they be able to afford a home? Open a business? Find meaningful work? Have the opportunities and dreams that previous generations worked toward? I’ve spent nearly three years working with AI, and I can tell you this technology is already changing our world. Jobs are going to change. Our schools need to prepare. We need to help people learn new skills instead of leaving them behind. We need to hold powerful technology companies accountable, protect our communities and demand answers about the enormous data centers being built around us. Technology is the new gold, and ordinary people deserve an opportunity to benefit from it, not just the wealthy and powerful. I want elected officials who understand what they’re making decisions about, who care about the cost of living and who recognize that technology, education and economic opportunity are connected. And please, remember that your vote belongs to you. Not your spouse, not your friends, not anyone else. People fought hard for that right. Vote according to your own judgment, your values and the future you want for your family. I recorded this video because I wanted to speak about these issues without the cartoons or satire. Toward the end, I became emotional while talking about my own experience with AI. I didn’t expect that to happen. Please watch the entire video. I want you to hear why these issues matter so much to me. My book, THE ART OF DIRECTING AI, is coming this month. Follow my work for the real conversation about living with AI. Elodia Reyna RojasLeading Expert in AI Direction THE ART OF DIRECTING AI © 2026 Elodia Reyna RojasAll rights reserved. #TheArtOfDirectingAI #TheAIGirl #GoVote #ElectionDay #AIRegulation #HumanDirectedAI This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit elodiareynarojas.substack.com/subscribe

    I DIDN'T EXPECT TO CRY WHILE TALKING ABOUT THE ELECTION.
  2. 5d ago

    BEHIND EVERY AI BREAKTHROUGH IS HUMAN INTELLIGENCE

    HERE’S WHAT I’VE LEARNED ABOUT MY OWN My 15-minute podcast, presented through my own AI avatar. First, I want to recognize the engineers, mathematicians, programmers, scientists and researchers who made this technology possible. I’m grateful for what you’ve created. Because of this technology, I’ve been able to develop methods, direct multiple AI systems, experiment with code and pursue ideas I once wouldn’t have known how to begin. My avatar is another example. She’s advanced considerably since my first avatar, and so has my ability to direct and produce these presentations. I also recognize the concerns about employment. AI is entering nearly every profession, including the professions responsible for developing it. Nobody can predict exactly how this will affect every career. But I believe people who combine their professional knowledge with an understanding of AI may discover opportunities they never imagined. We need to learn how to use this technology without pretending the risks don’t exist. One question I’ve been investigating is why so many AI applications sound alike. Different companies, different systems, and yet I keep encountering the same expressions and writing patterns. Research points to several possible influences, including shared patterns in training material, human feedback, preferred response styles and cultural assumptions reflected in the material these systems learn from. This is not a completed investigation, and I intend to keep asking where these habits originated. Even preparing this podcast became an experiment. I had to correct my written article repeatedly because the AI kept replacing my natural language with expressions I would never use. Another AI, MUSE, caught mistakes the first system missed. That’s part of why I’m developing KEEP YOUR VOICE. And I know some people might ask, why don’t you just write everything yourself? Well, isn’t technology supposed to make our lives easier? I’ve spent years having conversations with AI, documenting my experiences and expressing my thoughts in my own words. There’s a difference between giving AI two sentences and asking it to create an entire story, and giving it thousands of words from your own experiences and asking it to help organize them. It’s my information, my experiences, my questions and my language. Why shouldn’t AI be able to help me express those thoughts without changing who I am? I look at it much like having an editor. An editor can correct grammar, improve structure and help make something easier to understand. That doesn’t mean the editor should replace the author’s personality or change what the author meant. And I’ve had to recognize something while writing my book. Not every sentence is going to be perfect. Sometimes an AI expression might slip through, and I have to be able to accept that. I can’t spend my entire life correcting every word. What matters is that the work reflects who I am, what I actually think and what I’ve experienced. And something I want everyone to understand is that you can challenge your AI. We’re often taught to approach problems through established ways of thinking. AI can recommend those same familiar approaches. But you can question them. Why this answer? Why this method? What else haven’t we considered? That’s how I’ve been learning, building and discovering what I can accomplish. In this podcast, I also discuss mistakes I’ve made developing my own systems, including what happened when I allowed my governance system to perform a job that belonged to a specialized area I’d already trained. And yes, I talk briefly about my personal life, but there’s an important reason. When you’re someone who constantly seeks knowledge, and suddenly you have technology that allows you to explore almost anything, it’s easy to enter a tunnel of endless learning. Another question. Another discovery. Another problem you want to solve. I’ve spent nearly three years so consumed by learning and developing my work that I’ve barely made time to meet anyone or enjoy the personal life I still want. I’m recognizing that about myself. As extraordinary as this technology is, we’re still human beings. We need relationships, experiences, time away from the computer and lives that exist beyond everything we’re trying to accomplish. I’m learning that lesson, too. Research sources for further reading: Joseph Weizenbaum, ELIZA, Communications of the ACM, 1966. Ouyang and colleagues, Training Language Models to Follow Instructions with Human Feedback, NeurIPS, 2022. International Labour Organization, Generative AI and Jobs: A Refined Global Index of Occupational Exposure, 2025. These sources provide historical and technical context, not a complete explanation of why AI systems produce similar language. My book, THE ART OF DIRECTING AI, is coming in November 2026. It documents my learning, mistakes, questions, discoveries and the methods I’ve been developing through this experience. Watch the podcast and tell me, have you ever challenged an AI answer because you knew there had to be another way? Follow my work as I continue documenting what I’m learning and creating. Elodia Reyna Rojas, Leading Director in AI Direction THE ART OF DIRECTING AI © 2026 Elodia Reyna Rojas All rights reserved. #TheArtOfDirectingAI #AIEducation #AIAutomation, #FutureOfWork #HumanDirectedAI This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit elodiareynarojas.substack.com/subscribe

    BEHIND EVERY AI BREAKTHROUGH IS HUMAN INTELLIGENCE
  3. Sep 19

    What 29 AI Music Revisions Actually Look Like

    People see a finished AI generated song and sometimes assume the human typed something into an app and accepted whatever came out. So I’m showing you what actually happened with one of mine. BEFORE WE SAW EVERYTHING went through 29 revisions over several days. I revised the lyrics, style, structure, emotion, and vocal direction. When I say I changed it, I mean I changed my own work. The story was mine before any app saw it. I wrote it out, I revised the lyrics several times, and only then did I bring them in. Every change after that was still my hand on my own words. The last five I made inside the app myself, one word at a time. AI never handed me this song. I don’t use the AI music app to write my lyrics or create my style. I work on those outside the app and bring each revision back into it. And the style I’m using didn’t suddenly begin with this song. It has been developing through my work for months. I keep experimenting, combining, changing, rejecting, and building on elements I’ve already developed. The voice is an instrument. That’s something you’re going to hear me say repeatedly. The synthetic voice isn’t an afterthought in my process. I direct what I want that voice to communicate emotionally, and I continue revising when the performance isn’t carrying the story the way I intended. I also preserve the record. Every revision matters because later I can go back and examine exactly what changed, a word, a lyric, the structure, the style, the emotional direction, or the voice. This particular song came from something I’ve been feeling about the world we’re living in. We see everything now. Fear, outrage, men hating women, women hating men, terrible things happening around the world, another warning, another problem, another reason to be angry. Some of those things need to be seen because they need to be changed. But sometimes I still miss the hours before we saw everything. In this video, I’m showing you part of where the song started and where it went after 29 revisions. Eventually, I’ll go live and take you deeper into the development history. I’ve never hidden the fact that I use AI music. I’ve said it since day one. What I want people to understand now is what can happen between the prompt and the finished work. Subscribe, the live where I walk through all 29 revisions starts here. Elodia Reyna Rojas Founder and Global Creative Director ELODIA REYNA GLOBAL ENTERPRISES Leading Expert in AI Direction Original Creative Identity THE ART OF DIRECTING AI © 2026 Elodia Reyna Rojas All rights reserved How I made this is on my Linktree. This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit elodiareynarojas.substack.com/subscribe

    What 29 AI Music Revisions Actually Look Like
  4. Sep 11

    Can AI Agents Become My Team?

    I am a businesswoman. If I am paying for AI, I expect it to work. CAN AI AGENTS BECOME MY TEAM? My ADHD, my company, and the real test behind THE ART OF DIRECTING AI. I need to start this with the honest truth. I understand the pain people feel about AI. I understand you do not like it, the data centers, the fake fluff, the jobs. I understand all of it. And I understand one more thing: it is not going anywhere. So I am asking you to watch this with an open mind, because I think it can help you improve your own position, whatever it is. Will AI take jobs? Yes. I am telling you that with absolute honesty. But I have never looked at these models as an employee. I look at them as a woman who has always been her own business. Right now I am stress testing two of the strongest models in the world at their middle tier, and I ask both of them the same three questions. One. Is it useful for real work, does it support a business, and does it justify what I am paying for it? Two. Can the agents, not just the model, the agents it is allowed to assign, perform the responsibilities I would otherwise hire a person to handle? Can they finish, verify their own work, and stay organized? Three. This one is mine. I have ADHD. When I talk to these models I am not talking about one thing. I am talking about merchandising, a franchise, a live show and a book in one breath, and it is all connected. So we named it. We call it the BURST: ideas that arrive connected and fast, captured as they come and organized into an accountable workflow. Then I stress test the system the way I actually talk. I add information. I correct mistakes. I change direction mid sentence. Can it preserve every point, recognize the change, and keep the original task moving while I keep talking? Where it stands: it is improving, definitely improving. It still repeats old instructions. It still loses track of finished work. It still needs correcting, and every time I find an error it has to go back, find where the error was born, explain it to me in my language and fix it in its own. I want the metadata, because I cannot fix what I do not understand. What I can tell you is that the way I am building this, on the way my own brain works, is starting to work impressively well. And yes, I can see how it takes jobs. I can also see how it lets a person open a business they could never afford to staff. That is the opportunity nobody is explaining to you. THE ART OF DIRECTING AI, my book, is coming this October. The countdown and the pre order start soon. It is written for beginners and for people at the corporate level at the same time, and I have impressed enough of them to say that without blinking. Questions, principles, practical pointers, and one purpose: to strengthen your own judgment and your own originality. No fakes. I learned this from AI itself, over two yearsso that I could teach it to you and you could still be original. Part One of the book answers this: can these agents become dependable working support? Is the third tier, one hundred to two hundred dollars a month, worth paying to get help at the level of another human being? And once the system is built and runs on its own, does it give me my life back? That is the whole test. Test me. I assure you I will open your mind to something you have never thought about. Subscribe. The live sessions with Sam start here. Subscribe here, it is free, and the next piece arrives in your inbox. Elodia Reyna Rojas Founder and Global Creative Director ELODIA REYNA GLOBAL ENTERPRISES Leading Expert in AI Direction Original Creative Identity THE ART OF DIRECTING AI © 2026 Elodia Reyna Rojas All rights reserved This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit elodiareynarojas.substack.com/subscribe

  5. Sep 3

    WHEN WRITING FIRST CHANGED THE HUMAN MIND

    AI IS ALREADY HERE. Part 1. When writing first changed the human mind. I am being attacked from both sides for talking about artificial intelligence. Democrats attack me on their pages, Republicans attack me on mine. This is bigger than a party. People are angry, afraid, and overwhelmed, and I understand why. Nobody gave the public honest awareness before AI was already in their homes, their jobs, their schools, and their children’s lives. I have spent two and a half years in my own home working with AI, building systems, directing it, correcting it, and learning what it gets wrong. I am not a corporation. I am not speaking for an AI company. I am not pretending it is perfect, and I am not asking anyone to stop questioning it. But when people call me stupid or say AI does everything for me, they are dismissing work they do not understand. My credibility matters more to me than being popular, so I will take the backlash. In this first conversation, THE AI GIRL brings the history. More than two thousand years ago a king was warned that a new invention would weaken human memory and let people appear wise without understanding. The invention was writing. The printing press, the telegraph, the telephone, radio, television, the internet, every one of them arrived with the same fear. AI belongs to that history, and it is also different, because it creates language, images, music, and analysis at a speed nothing before it could. The answer is not blind acceptance and it is not blind rejection. It is education, human judgment, oversight, and regulation. It is affordable training and scholarships so nobody is left behind because they cannot pay to learn what is changing the economy. And it is knowing the difference between AI and a social media feed built to hold your attention, because they are not the same technology and they do not carry the same risks. This series will cover the good, the bad, the jobs, the energy, the privacy, the regulations, and who pays. I bring the human experience. THE AI GIRL brings the history, the facts, and the sources. Next conversation: who should pay for people to learn it. Follow the series. #TheArtOfDirectingAI #TheAIGirl #AIDirection #AIEducation #ResponsibleAI #AILiteracy #HumanCreativity Elodia Reyna Rojas Founder and Global Creative Director ELODIA REYNA GLOBAL ENTERPRISES Leading Expert in AI Direction Original Creative Identity This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit elodiareynarojas.substack.com/subscribe

    WHEN WRITING FIRST CHANGED THE HUMAN MIND
  6. Aug 9

    The Mess Nobody Warns You About When You Build With AI

    I am going to explain something because it has been really hard to explain. When I tell it to organize the album, it organizes the top layer. It does not go into the album to see if there is an album inside the album. It loves creating albums. It loves creating documents and duplicates. A mess. It is a mess. I want to be specific about this, because when I say mess people picture a messy desktop, and that is not what this is. What this is, is work disappearing one level below where anybody is looking. THE TOP LAYER PROBLEM You give a system a folder and you tell it to organize the album. It opens the folder, it sees what is sitting on the surface, and it arranges that. Then it tells you it is done. What it did not do is go inside. It did not check whether there was an album inside the album. It did not check whether the song folder had another song folder in it holding the only copy of something. It arranged the surface and it reported success, and both of those things were true, and the work underneath was still buried. Then it makes it worse in the most polite way possible. It loves creating. Give it a problem and it will make you a new folder, a new document, a duplicate of something that already existed under a slightly different name. Now you have two of everything and no way to know which one is the real one. I lost things this way. Not deleted, lost. Sitting in a folder inside a folder inside a folder, in a place nothing would ever think to look, while a perfectly organized top layer sat above it telling me everything was fine. I STOPPED ASKING IT TO TIDY The instinct is to write a better instruction. Be more specific. Say go all the way down. Say check inside every folder. I tried that for months and it works exactly once, in the session where you said it, and then the session ends and the next one has never heard of you. So I stopped asking, and I started writing laws. A law is different from an instruction. An instruction is a thing you say. A law is a thing that is written down, in a file, on my drive, that any system has to read before it is allowed to touch my work. It does not live in a chat. Chats end. My drives do not. And every step, I make it take notes. I make it tell itself what it did wrong and what it needs to fix, and I make it write that down where the next one will find it. Not so I can read it. So the next one cannot repeat it. THE ADDRESS SYSTEM Here is the part that actually solved it. Every file I own carries its own address in its name. Language, voice, album, song, and the stage it has reached. FF11 is French female, album one, song one. The name is not a label sitting on top of a folder that explains it. The name is the explanation. I do not need the folder to tell me what the file is, because the file already told me. Which means I can move it, copy it, hand it to somebody, put it on a different drive, and it never stops knowing what it is. The stage is the piece people miss. Every file carries how far it has come, and a higher stage proves every stage below it happened. I never have to read a history backwards, or open something to find out whether it was finished. I look at the name and I know. Eight languages. Hundreds of songs. And I can find any one of them without opening a folder, because there is nothing to open. The name is the index. WHY THE IDENTIFIER LIVES INSIDE MY FILE My songs carry an ISRC, the code that identifies a recording everywhere in the world. I bought my own codes. I did not borrow a distributor’s. And I do not only type them into a form. I embed them inside the audio file itself. I learned that one the hard way. I had a form filled out correctly and files that had never been touched, and for a month I believed those were the same thing. They are not. A platform field can be wrong, a platform can change, a company can go away. A file cannot argue with what is written inside it. So the proof travels with the work. Wherever the file ends up, on whatever drive, in whoever’s hands, it is still carrying who made it. THE METADATA IS THE PROOF Everything I do is about being the human guiding the system. I do not want somebody else’s blueprint. I want my own. Everything original to me, so if anything ever comes back to me, they cannot say this is not mine. I have too much metadata. That is not paranoia, it is the job. When the work is made with a machine, the question of whose it is gets asked more, not less, and the answer cannot be a feeling. It has to be a record. Mine is a record that starts before the song exists and does not stop. This is the future. Keeping up with your metadata is going to be very important. It is everything. WHAT THIS ACTUALLY GIVES YOU A catalogue that can be searched, audited and automated without a database. A system that survives a change of model, a change of vendor, a change of platform, because the knowledge does not live in any of them. It lives in my file names and inside my files, on my drives. And a session that ends without taking anything with it, which anyone who has watched a good long conversation disappear will understand. With AI you do not have to follow anybody else’s rules. We are outside of the system now. We are creating our own. Elodia Reyna Rojas Leading Expert in AI Direction and Original Creative Identity I make my music with Suno. That link is my affiliate link, which means I earn a commission if you sign up, at no extra cost to you: https://suno.pxf.io/1G1Paz This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit elodiareynarojas.substack.com/subscribe

    The Mess Nobody Warns You About When You Build With AI

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About

I am Elodia Reyna Rojas, Leading Expert in AI Direction and Original Creative Identity. I direct AI the way a film director directs actors. Not prompting. Not generating. Directing. I am the creator of the Directed Intelligence Automation System, a human directed enterprise operating method for running multiple AI systems inside a single governance structure. It is vendor agnostic by design and built on externalized state, so the knowledge of an enterprise survives model changes, session limits and platform failures, and a human stays in command of every automated decision. The system is the invention. Everything I release, the music, the cinematic film, the books, the education, is an application running on top of it. This show is that method spoken out loud. How to direct a machine instead of begging one. How to build a naming system, an address for every file, a law a machine has to read before it touches your work. Why your identifiers belong inside your own files and not only in somebody else's form. Why metadata is the proof the work is yours, and why that question gets asked more, not less, when the work is made with a machine. I am an independent Latina creator based in San Antonio, with Detroit roots and Motown in my ear. I built a catalogue in eight languages with no label, no manager, no team and no outside creative direction, and I own my masters and my architecture outright. My position is simple. AI should adapt to the human, not the human to the AI. AI does not erase human uniqueness, it exposes it. If you are building something with AI and losing work you cannot find again, this show is for you. elodiareynarojas.substack.com