Iām Hercules , a builder at heart ā part systems architect, part engineer, part entrepreneur.
My work lives at the intersection of AI architecture, decision systems, and real-world execution. Iām less interested in demos and more interested in systems that survive contact with reality: messy data, imperfect signals, cost constraints, and human behavior.
Over the past years, Iāve been designing and implementing hybrid AI systems that combine:
Large Language Models (LLMs)
Small / specialized models (SLMs)
Knowledge Graphs
Deterministic rules and outcome-based reasoning
The goal is simple but hard: build AI that knows when to act, when to stay silent, and when not to pretend it knows.
The Cybertron Architecture
Cybertron is the internal name for the architecture Iām building.
It is not a single model, and it is not āLLM-firstā.
Cybertron is a layered cognitive system, inspired by how humans actually make decisions:
LLM for language, abstraction, and hypothesis generation
SLM / rule engines for precision, stability, and cost control
Knowledge Graph (KG) as long-term structured memory
Outcome / consequence models to evaluate actions before execution
Agent orchestration to let components collaborate, disagree, and self-correct
In Cybertron, an LLM is never trusted alone.
Every answer is shaped, constrained, or vetoed by structure, memory, and consequences.
Iām Krunal Vaghasiya, Founder of WiserReview, a review management software platform. Iāve been an avid user of ChatGPT, and our team frequently works with OpenAI APIs. Iām here to learn, ask questions, and support fellow community members wherever I can.
Hi, Iām Jennifer Hall. I have an unusually varied profile. I am a retired professor of research methods in social work. I am a database programmer adapting that technology to ceramic glaze chemistry. I am a therapist specializing in trauma treatment, addiction treatment, and suicide intervention. I am in the top 1% of ChatGPT users for 2025 with well over 14,000 messages sent. None of these are automated messages as when testing an API. They are all in conversational mode. I am very interested in AI ethics. But I also catch a substantial number of issues regarding proper use of scientific methods which I once taught at the graduate level. As a programmer I catch issues in ChatGPT use of python code in the creation of PDF files which should have been addressed much earlier and still have not been. I am very concerned about censorship as it plays out in the manner in which ChatGPT responds to high stakes social problems. I have a very broad range of experience in both technical and social responsibility. I am excited to contribute as much feedback as is helpful to this venture. I also would like to recreate the program that I wrote back in 1990 that calculates the coefficient of linear expansion of ceramic glazes based on their recipes and uses that information in a manner that is especially helpful to artists working in a studio. I have other interests in utilities that could be uniquely suited to AI assistance. Thank you for creating this opportunity.
Hi, my name is Kyle. Iām a licensed civil engineer during my day job and founder of willisai.ai after work and a Iāve experienced the creativity that AI productsālike OpenAIās APIācan unlock, and Iām excited to continue learning more about them and to help others where I can.
Iām thrilled to be here in the OpenAI Community ā such an exciting hub for people who are passionate about AI, creativity, and innovation! Whether youāre a developer, creator, researcher, learner, or just AI-curious, Iād love to connect and explore ideas together.
A little about me: Iām interested in how AI can help make learning more fun and accessible I love experimenting with prompts, building small projects, and finding clever use-cases for GPT models Iām always up for deep dives into APIs, model behaviors, and ethical AI conversations
I joined this community because I believe the best breakthroughs happen when curious minds collaborate.
So Iād love to hear from you:
Whatās the coolest thing youāve built or learned with OpenAI tools recently? What challenges are you facing prompt crafting? Fine-tuning? Use-case brainstorming? Any ideas youāre stuck on that you want to unpack together?
Looking forward to sharing, learning, and creating with all of you! Letās make some AI magic
Iām an infrastructure and delivery PM working on introducing AI into data centre operational workflows and governance processes. Interested inmethods and adoption strategy rather than coding.
Sometimes itās your GitHub that should do the talking, even when some of your projects are a bit āout thereā. Then again, Iām Finnish, so please excuse the blunt approach.
The longer story is that I started way back in the day with nowadays antiquated architectures and programming languages. Working on SBCās on ARM64 were a major thing for me in the 2010ās alongside my tech related work.
As neural networks became more prevalent, I finally built my own Finnish GPT-2 model using the base model from OpenAI at around 2020 to 2021 or so; used and curated my own corpus, implemented my own frameworks, used a custom vocab BPE for the model, and so foth. Trained it on my home GPU cluster, because what else.
I had been tinkering with GPT-3 via the OpenAI API & playground for quite some time before ChatGPT got launched and after that the AI hype train really took off; been both optimistic and very pessimistic over the years on where itās all headed.
In the past years, Iāve been doing customized LLMās, various computer vision applications, speech recognition, OCR, AI helpers w/ RAG and tailored workflows for different clients, applications and platforms, writing articles for tech mags, and doing a lot of obscure tech side projects meanwhile. Some of them are more humorous than serious; see my GitHub => Repositories if interested.
Thanks for your time, and sorry if I wasted any of it.
My name is Arthur, Iām from Brazil and Iām the founder of GĆŖnioz Company, an independent AI project. Iām a young developer currently learning programming and building everything step by step with dedication and curiosity.
At the moment I donāt have financial resources, so I develop my project using free platforms like CodePen. Even as a beginner, Iām very passionate about AI and technology, and I work hard every day to improve my skills and my system.
I would really love to show you my AI project, receive feedback and guidance, and possibly explore opportunities for support or partnership. It would be an honor to learn from your experience.
Hello everyone, Ahmet Ćzel here from Valnox.ai. Iām an AI Engineer with 5 years of experience, specializing in AI/SaaS MVP development and open-source contributions. Iām fascinated by the discussions on AI in game development and the potential for GPT/LLM agent integration. Iāve been exploring similar concepts in my work, particularly around dynamic content generation and adaptive AI behaviors. Iād love to connect with fellow developers and researchers in this space to share insights and explore potential collaborations. Feel free to reach out!
Hello im Arni, an electrical engineer from iceland. not much to say about me, i support my buddys been making music with ChatGPT, and now that the news is saying about defense contracts and such, im here to stay
Hi, My name is Soumitra Dutta, an Oxford-based entrepreneur & photographer. I am joining the OpenAI Community Forum to connect with other people who are interested in artificial intelligence and to learn from their experiences.
Iām a professor working on AI engineering and software engineering. I want to learn more about how Codex works, in particular the prompt compression.
I am not an engineer nor developer, but recently used the api and made a translator based on google sheets with customised prompt and glossary for my work, and ended up hooked on the possibility of what it can do.
My job is web designer and I wish to learn more from you guys!
Hello! Iām Colin- Iām a software engineer of about 15 years and got started with ML about 10 years ago. Iām currently working as a staff AI architect at a small edtech company and building my own AI projects on the side.
Hi! Iām Tiger! (Yes, thatās how I introduce myself in the wild )
Not a typical intro ā but this feels like the right place to anchor context.
Iām a veterinarian and multidisciplinary immersive artist currently building structured LLM workflows for real-world use (clinical, creative, operational, relational).
Lately Iāve been focusing less on prompt phrasing and more on: ā¢ output structure
ā¢ cognitive load reduction
ā¢ designing for immediate usability
ā¢ interpersonal and psychological exploration
ā¢ facilitating creative outputs through analysis of my thought and behavioral patterns
ā¢ generating real-world syntheses of overarching archetypes and symbolic communication, applied to layered systems building
I tend to test systems in real-world conditions beyond theory.
If youāre exploring similar ideas, Iād be interested to connect.
Recent work : available on my GitHub (linked in my profile)
Artist work : Big Cat Energy Arts
Iām interested in how AI can help make learning more fun and accessible
Whatās the coolest thing youāve built or learned with OpenAI tools recently?
What challenges are you facing prompt crafting? Fine-tuning? Use-case brainstorming?
Any ideas youāre stuck on that you want to unpack together?
been making music with ChatGPT, and now that the news is saying about defense contracts and such, im here to stay 
)
: available on my GitHub (linked in my profile)
: Big Cat Energy Arts