This AI Operating System Is Teaching Technology To Think Ethically

Summary

---

Lead With AI – Episode Summary

Podcast: Lead With AI
Host: Dr. Tamara Nall
Guest: Winchie Nguyen Duc Tri (Winchi), Creator of Adaptive OS
Episode Title: This AI Operating System Is Teaching Technology To Think Ethically
Release Date: November 11, 2025

---

Main Theme & Purpose

This episode centers on Adaptive OS, a new AI-powered operating system designed to embed ethics and self-reflection directly into the technological infrastructure. Host Dr. Tamara Nall and her guest Winchi discuss how Adaptive OS goes beyond traditional software, aiming to fundamentally change the relationship between humans and machines by building trust, ethical grounding, and evolution into the foundational layer of technology. The conversation spotlights the practical challenges and philosophical vision behind making technology that “thinks ethically,” aiming for real-immediate impact in AI-augmented cybersecurity and infrastructure.

---

Key Discussion Points & Insights

Winchi’s Background and Vision

• Introduction to Winchi:
  • 21-year-old computer science student from Hanoi, Vietnam, specializing in cybersecurity.
  • Motivation: Realized, “most AI systems are on fragile ground” and asked, “what if infrastructure itself could learn, defend and evolve?” ([03:00])
• Vision: Infrastructure as an intelligent, adaptive, and ethical backbone for technology that evolves with humans—not above them.

What is Adaptive OS?

• Not another app or classical OS:
  • “Adaptive OS is like an ecosystem...every node learns contextually, remembers ethically, and evolves cooperatively.” ([04:27])
• Scope:
  • Not limited to a single device—envisions integration across mobile, desktop, servers, and even robotics.
  • Focuses on adaptability, learning, and protecting—aiming for “infrastructure that can self-reflect and act ethically.”
• Project Components:
  • Built from several projects: Additive AI, IBCS, Driver, Introspective Proxy, AI for Driver.
  • “Each [project] can help attach the purpose of adaptive infrastructure for future installations as well.” ([05:35])

Positioning & Competition

• Not a direct Windows/Linux competitor:
  • “Every single operating system today can be better...we need something that can solve big problems, not just in each separate domain.” ([07:26])
• Integration over Replacement:
  • The goal is to enhance existing platforms with adaptive, ethical capabilities rather than overthrowing them.

Development Status

• Started in April 2025:
  • Solo founder—initial proof-of-concept projects are available on GitHub now ([09:03])
• Release Timeline:
  • Current: Pre-release, aimed at tech community experimentation.
  • 2026 Goal: Open source, more stable versions and easier integration for broader audiences ([21:37]).

The Holy Smokes Moment

• A Multi-layer Ethical Architecture:
  • Three layers: Reflective Core (monitors itself), Behavior Fabric (adapts to context), Ethical Corners (judges what should be done). ([11:07])
  • “Ethics is not external control. It’s like an internal consciousness.” OS can refuse unethical commands—even roll back when exploited. ([11:50])

Technical Deep Dive

• How it works:
  • Operating system observes its process, interacts with behavior fabric for contextual adaptation, and recommends decisions for the next phase.
  • “The funniest thing I figure out is that we can communicate with the operating system...it always comes with humans in most situations.” ([13:53])

Ethics in Practice

• Three ethical principles ([15:09]):
  1. Primacy of Human Safety: “AI does not hurt humans. AI must have a responsibility to protect humans.”
  2. Infrastructure’s Limits: “Infrastructure has to know its own limits...always connects with human beings.”
  3. Adaptive Ethics: “…ethical corners can adapt to context...still prevent humans from danger.”

Looking To The Future

• AI Beyond Generation:
  • “AI will not just generate ideas...it must maintain integrity.”
  • “In the 21st century, we need more integrators, not just builders.” ([17:14])
• Urgency for Ethics:
  • “AI is not just tools anymore. It’s like a new world, and we always find something bigger...but we still worry about ethical.” ([18:40])
• Not AGI, but technical-human co-evolution:
  • “We don’t need AI that knows everything. We need AI that learns ethically.” ([23:31])

Getting Involved & Testing Adaptive OS

• For Developers:
  • Check documentation, code samples, and releases on Winchi’s GitHub and LinkedIn ([19:40]).
• For Non-technical Users:
  • Current product is not ready for immediate mainstream use; 2026 is the target for broader accessibility ([21:11]).
• Future Plans:
  • Move toward open source organization, with eventual website for simplified access and demos ([27:44]).

---

Notable Quotes & Memorable Moments

• On Motivation:

  “Adaptive operating system begins as an ethical experiment, to see if intelligence could exist at the infrastructure level...as the moral backbone of technology itself.”
  — Winchi ([03:24])

• On Adaptive OS’s Uniqueness:

  “It’s not an application...It’s like an ecosystem—every node learns contextually, remembers ethically and evolves cooperatively.”
  — Winchi ([04:27])

• On Ethics:

  “Ethics is not external control – it's like an internal consciousness. So OS can refuse unethical commands, self-loss when exploited...and maybe have rollback functions to save states.”
  — Winchi ([11:48])

• On Development Struggles:

  “The difficult thing with starting a project is you have no people to trust. Some of my friends told me I'm crazy when I'm trying to build an intelligence object that defines the whole future.”
  — Winchi ([09:13])

• On AI’s Role:

  “Automations give precision, intuitions give purpose. My rule: Let machines handle certainty; humans handle ambiguity. Because wisdom grows in uncertainty...We don’t need AI that knows everything; we need AI that learns ethically.”
  — Winchi ([22:50])

• Rapid-Fire Bonus:

  • Most Overrated Tech Trend: “Speed without stability.” ([24:06])
  • Most Under-hyped AI Trend: “Infrastructure-level cognitions.” ([24:13])
  • Book Recommendation: “Cybernetics” by Norbert Wiener ([24:25])
  • AI Prediction: “The next solutions will not just be agile—they will be additive infrastructure that can self-reflect. Parallel development with AGI, I think so.” ([24:37])
  • On AI and Emotion: “AI with emotions is something dangerous we cannot control...Contextualize would be a better choice.” ([25:15])

---

Important Timestamps

• Winchi’s Introduction & Background – [02:43]
• What is Adaptive OS? – [04:19]
• How Adaptive OS Differs from Other OSes – [07:12]
• Project Development Status – [09:03]
• System Structure (Three Layers) – [11:07]
• Technical Deep Dive – [12:58]
• Building Ethical Principles – [15:09]
• Vision for the Future of AI – [17:07]
• How to Get Involved or Try Adaptive OS – [19:40]
• Balancing AI and Human Creativity – [22:50]
• Rapid-Fire Questions – [24:04]
• Finding Adaptive OS Online – [26:04], [27:44]

---

Resources & How to Connect

• Follow Winchi / Adaptive OS:
  • LinkedIn: Winchi Nguyen Duc Tri (Searchable via name)
  • GitHub: Links to be posted on LinkedIn and Reddit ([26:04])
• Product Availability:
  • Developers: Pre-release, documentation, and source code available on GitHub ([19:40])
  • Non-technical users: Broader, user-friendly release targeted by mid-2026, with a planned website ([27:44])

---

Conclusion

This episode delivers both practical and philosophical insight into Adaptive OS—a vision for ethical, self-evolving technology infrastructure. Winchi’s work demonstrates that trust, safety, and collaboration between machines and humans are not abstract ideals but urgent necessities as AI becomes more deeply woven into the fabric of society. If you’re interested in the ethical edge of AI, open source innovation, or how future operating systems might truly “think for themselves” with integrity, this episode provides a unique, thoughtful primer.

---

Transcript

[A]

Today on Lead with AI, I sit down with Wenchi, the creator of Adaptive os, an intelligent operating system redefining what it means for technology to protect, learn, and grow on its own. This isn't science fiction. It's the next frontier of cybersecurity, where defense becomes evolution. Let's get into it.

[B]

Welcome to lead with AI. I'm Dr. Tamara Nall. In each episode, we we will take you behind the scenes with visionary leaders shaping the future of AI across public and private sectors. Join us as we explore groundbreaking projects and innovations that are transforming industries and making a real impact on people's lives. Let's dive in.

[A]

Hello, everyone. How are you? It is Dr. T, your host on Lead with AI. And what is so amazing is that we hit number one in tech on Apple Podcast in June 2025 for about a month and a half. And then we also just recently found out that we won the W3 award. So we are amazingly excited. But we couldn't win all of this. We couldn't have these without wonderful guests like Winchie Duck Tree. So how are you, Wenchie?

[C]

I'm fine, thank you. It's great to be here. Thank you for inviting me to this podcast. It's the first time I going I'm saying something important on social media and I hope everyone can hear it and hope you have a good day.

[A]

Yeah, absolutely, absolutely. So I'm excited to talk about adaptive os. From what I've read and research, it is absolutely amazing. But first, where are you now? Because it looks like it's nighttime where you are. Is it nighttime where you are?

[C]

Yes, it's nighttime. I'm living in Vietnam and it is 9:00pm, I guess, and okay, yes.

[A]

So you're almost like 11 hours time difference. Well, everybody, you know, that's commitment. If it's 9pm there and it's 10am here. So. But let's get into it. So, Wenchy, I first want to start with who you are at your core. I mean, obviously you found it adaptive os and we'll get into that a little bit. But we as listeners really want to know, who are you? Tell us a little bit about you. What's your vision and how did you even think about creating adaptive os?

[C]

I could say, okay, so in general, I'm Mundu Chi and again, I'm 21 years old. I was a student in Hanoi and I started in computer science, especially in cybersecurity where I learned not how to build system and, but how they. And I know how they break. I realize most AI system on fragile ground. So I asked what if the foundations itself, I mean the infrastructures itself could learn, defend and evolve. So I am eventually I. I imagine the future of infrastructure that's powered by AI. And there's a possibility that AI and human comes together. Sounds like science fiction, but we are getting close to that point. So I really want to start this project even it's just a small step. And Adaptive operating system begins as an ethical experiment to see if intelligence could exist at the infrastructure level beneath applications, beneath interface, as the moral backbone of technology itself. And it's very different from some large language model or some admin visions. I believe it's not opposite to admin, but it can help many people in the future, I believe so.

[A]

Got it. So tell us a little bit about what adaptive OS is like, who should use it and what is it exactly?

[C]

I think where each model communications, protection, processing beliefs like Neuron, together they form a distributed nervous system. But in adaptive OS it's not an application. I believe it's like an ecosystem and when every node learns contextually, remembers ethically and evolves cooperatively. And I think we need to build, I mean we need to build infrastructures if we really want to make sustainable applications work out. And additive OS would be be considered as a magic. I mean, I mean you can imagine an AI with morals, with more ethical, but low cost, but more efficiency. Efficiency, yeah. And I think, I think we can get into the first principle when we want to build something new. I mean adaptive OS is an ecosystem. So I separate it into each, into every single project. Just like additive AI, IBCs, driver, introspective proxy and AI for driver. I mean all these things can be inherit, inheritance and helps to attach the purpose of adaptive infrastructures or maybe installations infrastructures in the future as well.

[A]

Now is adaptive os, is it a computer operating system or is it a mobile operating system? Is it a server or enterprise operating system? What kind of operating system is it?

[C]

The operating system is in, in this situation is like. In this case it's like a foundation. I mean it's, it's combinations of mobiles of computer system in office building. And I can apply it into various domains, just like cybersecurity, AI in general and robotics. And I think it would be really cool if we can advance technologies in a positive way for the better.

[A]

Yeah. So is your competition like Windows and Mac OS or Linux or chrome OS or iOS or Android? Like who are your competitors?

[C]

I mean competitors is. I think the in futures AI won't just generate ideas it will maintain integrity, device will protect themselves, system will involve like ecosystem. So the goal is not artificial general intelligence AGI, but we go into adoptive ethical infrastructures that learns with humans, not above that. So basically we believe every single operating system in the present, just like Windows or Linus or Android can be, can be better. I mean it can more flexible, not just static infrastructures or right now. And I'm, I'm pretty sure that we need something ethical, something that can solve big problems, not just each problems in each domain. That's all I can say.

[A]

Okay, got it. Now where are you in the development of adaptive os? Is it a thought or have you already started coding it? Is it launched? Is there an MVP?

[C]

I start in this project in April 2025.

[A]

Okay, yes.

[C]

And I built five projects alone and I try to combine with them with those projects. It's very technical challenge because the difficult things to start a project is you have no people to trust. Some of my friends told me I'm crazy when I'm trying to build an intelligence object that define the whole future. And I just got released some versions, I mean pre release, you can see it on my GitHub and it's just like a proof of concept. It's not official release that can apply into many operating system that we mentioned, as we mentioned. And I think maybe in next year, I mean 2026, I can upgrade them, I can combine all the projects, maybe most of the projects to create and complete infrastructures that can run basically in the operating system. I want to start in Windows or Linux to see how they can analyze the package or malware components.

[A]

I can say so okay, got it. So the plan is for adaptive OS to be able to link or integrate into current operating systems that exist now.

[C]

Yeah, that's right.

[A]

Okay, got it. So talk to us about the holy smokes moment. You know, like if a person is to experience adaptive os, what is it that is so amazing about it that it changes everything for them in terms of what they're getting with adaptive OS that they couldn't currently get. Now.

[C]

I have to break it down. I can tell you about the infrastructures, the structures of this operating system. There are three layers. One is reflective core and the other one is behavior fabric. And the final one is ethical corners. Each these layers defines and manage its own missions. In reflective core we can observe its own process. In behavioral fabric we can adapt dynamically. In ethical corner, we evaluate what should be done. So in each model, like I said, it has like a neuron. So together they form A ecosystem. So we. My question is that additive OS can refuse ethicals or it can be exploit or something. So I think ethics is not external control, it's like an internal consciousness. So OS can refuse unethical common self loss when exploit. And. And maybe they will have rollback functions. I think so to save states.

[A]

Okay, got it, got it. Now if we had to pull up the hood and look at the engine, how does it work exactly? So you have these different layers, right, that will integrate into current operating systems. But how does it work? We're always curious about how things work.

[C]

I think it's very technical challenge. You have to manage the whole things to create something perfectly. I have to say. Like the OS will observe its actions. I mean when we put some data so the kernel so the logics of the operating system will observe the data and it can connect with behavior fabrics. So it's like the system will adapt consistently with the context. I mean context is a kernel space and it will recommend decisions what should do in the next phase, in the next steps. And the funniest thing I figure out is that we can communicate with operating system. So the additive OS cannot be work independently. It always comes with human in most situations. So it's different than last language model because it's not just work in its sandbox. So we can control it, we can make our own decisions and we have positions to consider what is right thing to do in the difficult moments. So that is the thing.

[A]

Got it.

[C]

Okay. I'm really appreciative.

[A]

Got it. Okay. And then talk to us about how are you dealing with the ethics behind it. I mean, you said that one layer definitely is an ethical layer. So my question to you is, how are you as a founder making sure that you're keeping ethics at the forefront of adaptive OS ethics.

[C]

This is a hard question. Ethics is. I believe we have our own principles to define what is ethics. I mean the first principle is AI does not hurt human. So when humans when we are in dangerous situations. So AI must have a responsibility to protect human from malware components. And secondly, the ethical of infrastructures is like the infrastructures has to know their own limits. So they don't they. So the infrastructures doesn't need to do something out of control. It always connects with human beings. And the final one is that the ethical corners can be adapt abilities to be relevant to the context, for the context. And when the context change, so the ethical change, but still prevent human from dangerous. That's okay. Got it. Yeah. That is the biggest things of all this project.

[A]

Okay, now when you started, you said that you know where AI meets human. We're kind of, you know, as scientific, as science fiction rather, but we're already there. Talk to us about the big future. Where do you see, see the future of AI? I used to ask five years from now, but literally it could be tomorrow. But let's just not putting a timestamp on it. Where do you see adaptive os? Where do you see AI in terms of the big future and things that we should be thinking about now?

[C]

I think I imagine the futures. It's very difficult to say. It's unpredictable, especially when we see the whole picture right. Many people in outside the world, the AI was becoming a part of the technical experiments with no security and with no humanity. So I think AI would not just generate ideas just like ChatGPT or Gemini. So it will maintain integrity. It's very important because I think in 21st century we need more integrators, not just builder. So the device will protect themselves and the system will involve an instrument install pact about themselves. So the goal is like an ethical situation, that adaptive infrastructures can connect with human to our positive things. And I think we need ethicals right now, not just we have to do it immediately because. Because AI is not just tools anymore. It's like, it's like a new world and we always find something bigger than the other one. But we still worry about ethical. And this is the reason why I want to start project. It's not to destroy what we did in the last two years, but it can open new ways for open a new way to interact with AI and technologies in general.

[A]

Got it. Okay, now talk to us about. You know, our guests are very curious people. If they wanted to test out adaptive os, see how it works, what's the best way that they can do that like immediately this week to really understand kind of like what you've been talking about and to experience adaptive OS for themselves.

[C]

I think they, they first of all they. I think they need to check documentations on my GitHub and it's all the instructors of Viv OS and leave AI. AI is a part of Additive OS. And honestly I combined Additive AI and OS this week and I think it works in some cases and I have to try to balance the whole thing and you can see the release in on my GitHub and the article I put on my LinkedIn. So I think we need to figure out what truly happened with Altium OS by reading documentations and writing your code for. For yourself. Yeah, I Think so.

[A]

And I'm okay, so for the techie people, you're saying they can go and read the documentation, et cetera. But I also have a lot of people who are not techie. They just want to go straight the product and use the product. So at what point will somebody, I mean, yes, if I wanted to go and like look at the documentation and read it and challenge it and you know, kind of co create with you, that's possible. But what about people who just want to use it? When will it be ready to actually use it and to integrate it with, you know, whatever operating system we're currently using?

[C]

It's a, it's very hard to say right now. I think, I think it's. I think this project is not an application, like I said, it's not the productions that can use immediately. I need the time to develop as soon as possible.

[A]

Okay.

[C]

It's like Linux foundations before in, you know, the Linux foundations was principles, not just the productions for many developers. So I think in the future maybe too far. I mean in 2026 I think I can scale these projects into open source organizations, something like that. So they. Okay, yeah, so take. So they can see my projects, how it works and they can try it in their own laptops and their own computers with no doubt and. Okay, got it, I got it. Okay, I believe this.

[A]

Okay, so I have a question from our previous guest and that question for you is. It's called from one genius to another. So a previous guest will ask you you and then we'll ask your question to our next guest. But my question for you is how do you balance AI, machine learning and automation with human creativity or intuition?

[C]

How can I say? Automations give precision, intuitions give purpose. My rule, let. Let machines handle certainty and humans handle ambiguity. Because wisdom grows in uncertainty. I believe there's no perfections in AI's even last language model. We can be adapt with technologies and technologies we adapt with humans. That is the important one. I think we don't need an AI that knows everything we need. AI learns ethically, that is the important one. And I believe this the main philosophy of my projects that helps me to go far like today. It motivates me a lot. And this is the reason the projects would be exist in the future.

[A]

Okay, amazing. Now. Okay, let's do bonus rapid fire. So I'm going to ask you a question quickly and then you give me the first answer that comes to mind. Ready?

[C]

Yeah. Ready? Yeah.

[A]

Okay. Most overrated tech trend speed without stability. Oh wow. Okay.

[C]

Most under Hyped AI trend infrastructures level cognitions.

[A]

Oh really? Woo. This is getting deep. Okay, what's one book that everybody should read?

[C]

Cybernetics Snowbird Wner Noble Wiener of Sunday.

[A]

Oh my goodness. Okay, and what's the bonus AI prediction?

[C]

The next solutions will not just be agile, it will be additive infrastructure that can self reflect. Parallel development with AGI? I think so.

[A]

Oh wow. And do you feel like AI can eventually have emotion? Do you feel like they can actually move from tech to emotion? Or do you feel like it's still all in the training?

[C]

I think AI in present in 2025 still in training you can see an optimus in die clack of Elon Musk. I have seen some videos on X is is nose martial arts. I mean they can fight to each other but to. To be emotional, to be. I mean to create an robot with emotional is. I think it's. It's almost impossible. I don't know why would I feel this. So I, I think, I think we can. I think the contextualize would be wise. Would be a great. Would be a better choice. It's not AI emotions. AI with emotions is something dangerous we cannot control.

[A]

Okay, got it. Well Winchee, thank you so much for this conversation. Yes, if people want to go and access GitHub how can they do that?

[C]

I may so I will put it on Reddit on my LinkedIn profile so they can see it so they can see my link and eventually I can put it into open source directory so they can see my projects immediately.

[A]

Okay, awesome. Well yeah, send it over to us and we'll send all the links. What's the best way to look you up on LinkedIn? Is it winchy n g u Y E N Duck D U C tree T R I and then adaptive OS and they'll find you there.

[C]

Yeah, you can. Oh everyone in who are watching this podcast can find me in LinkedIn on my articles is you can put my name on Google search and they can find it easy.

[A]

Awesome, awesome, awesome, awesome. Well thank you so much for this time and explaining to us about adaptive os. Yes and again for those listeners that are really high tech, you can absolutely find and read all about adaptive OS on his GitHub which we'll put the links in the podcast bio as well as all across all platforms. And for those of you who are not as techy but just want to try it out, to try it out as another ethical adaptive OS or operating system, then stay tuned for 2026. And do you have a website too?

[C]

Oh by the way, I'm trying to build a website, mean a portfolio with a full stack technology. So I mean 2026, mid-2026, I will have my own website. Yeah. Okay. I can put all my projects into that website so you guys can see very easy. Thank you.

[A]

Awesome. Well, thank you so much, Winchy, for your time and we look forward to what how adaptive OS is going to change the world. Thank you so much, so much.

[C]

Thank you. Thank you. Bye. Bye.

[A]

Absolutely. From Vietnam at midnight. And for everyone else, please make sure that you stay tuned. Look forward to this episode and until next time, lead with AI.

[B]

Thanks for tuning in to lead with AI. I'll see you next time as we continue exploring the COS cutting edge innovations shaping AI across the public and private sectors. Until then, keep leading with AI.