{"slug": "looking-for-collaborator-developing-new-llm-architectures-inspired-by-philosophy", "title": "Looking for Collaborator: Developing New LLM Architectures Inspired by Philosophy of Language", "summary": "Java software engineer Adam Rozycki, based in France with an academic background in philosophy and mathematics, posted to the Hugging Face forums seeking a collaborator with LLM architecture experience to build novel LLM architectures aimed at genuinely understanding natural language. Rozycki said he has developed a theoretical approach grounded in the philosophy of language but lacks direct experience building LLMs, and that he wants reasoning embedded at the architectural level so models do not hallucinate and can learn incrementally in real time. Forum user Doodle-Med responded with a GitHub repository, Mixture-of-geometric-experts, describing an attempt at a novel reasoning mechanism leveraging multiple mathematical models similar to graph neural networks.", "body_md": "Hi,\n\nI’m looking for someone with experience in LLM architectures who also has an interest in linguistics or philosophy of language, to collaborate on a research-oriented side-project. The goal is to explore and develop novel LLM architectures capable of genuinely *understanding* natural language. I have already developed a clearly defined theoretical approach, based on novel ideas in the philosophy of language.\n\nI’m a Java software engineer based in France (I don’t speak French yet, but English is fine). My academic background is in philosophy and mathematics. I’ve developed ideas regarding language and understanding that I would now like to implement. As I don’t have direct experience building LLMs, I’m just not sure how or where to start.\n\nIf this sounds interesting to you, please reach out!\n\nBest,\n\nAdam\n\n \n \nWelcome [@adamrozycki00](/u/adamrozycki00) Adam. This is your first post.\n\nI believe there are many that are interested in Language. Fascinating stuff.\n\nI’d say start reading.\n\nPersonally I’m into Gottfried Wilhelm Leibniz and his idea of a universal language we can calculate with. It makes sense for machine life if you ask me.\n\nI started a thread on the subject.\n\nAgain Welcome.\n\nEdit: If it pleases you,  [link](https://discuss.huggingface.co/t/calculus-ratiocinator-vs-characteristica-universalis-the-two-traditions-in-logic-an-open-conversation/162650)\n\n \n \nI am fairly interested in this, I have been tinkering around with developing an LLM lately this is my repo for attempting to develop a novel reasoning mechanism leveraging multiple mathematical models similar to graph neural networks in terms of math:\n\n[https://github.com/Doodle-Med/Mixture-of-geometric-experts](https://github.com/Doodle-Med/Mixture-of-geometric-experts)\n\n \n \nHi, I replied in the wrong thread by mistake, but I’m sure you’ll find my response \n\n \n \nHi [@doodle-med](/u/doodle-med) ,\n\nThanks for the reply! I’ll have a look at your repo, cheers!\n\n \n \nHi again \n\nThanks for sharing your repo, I read the README. I don’t have experience with the things you do, but from what I could easily gather, you have the skills.\n\nI think that the approach I intend is somewhat different from yours. As I’ve read, you train your model to reason on examples of reasoning. What I intend is to embed the reasoning capability at the architectural level, so that we don’t have to show the model what good reasoning is; it should know it beforehand.\n\nTo be frank, I’m specifically interested in a computational implementation of the ideas I’ve already developed about language; not in exploring other ideas or coming up with new ones.\n\nThe goal anyways is an architecture that can understand language conceptually in the same way a human does, and besides that, doesn’t hallucinate and can learn incrementally in real time.\n\nI’d like to attach an excerpt of my work so you can get the vibe, but it seems I can’t attach a PDF and I don’t have it published. Basically, I prefer not to share all important details publicly before the job is completed.\n\nIf you’re interested, I can share it another way, just let me know.\n\nBest\n\n \n \nWelcome [@doodle-med](/u/doodle-med)\n\nThank you for posting and good luck with your project.\n\n \n \nHi [@adamrozycki00](/u/adamrozycki00), I’m working on something similar. Did you make any progress? I’d love to discuss", "url": "https://wpnews.pro/news/looking-for-collaborator-developing-new-llm-architectures-inspired-by-philosophy", "canonical_source": "https://discuss.huggingface.co/t/looking-for-collaborator-developing-new-llm-architectures-inspired-by-philosophy-of-language/163040#post_8", "published_at": "2026-09-10 19:43:51+00:00", "updated_at": "2026-09-10 20:13:07.695090+00:00", "lang": "en", "topics": ["large-language-models", "ai-research", "natural-language-processing", "ai-safety"], "entities": ["Adam Rozycki", "Hugging Face", "Doodle-Med", "Mixture-of-geometric-experts", "GitHub", "Gottfried Wilhelm Leibniz"], "alternates": {"html": "https://wpnews.pro/news/looking-for-collaborator-developing-new-llm-architectures-inspired-by-philosophy", "markdown": "https://wpnews.pro/news/looking-for-collaborator-developing-new-llm-architectures-inspired-by-philosophy.md", "text": "https://wpnews.pro/news/looking-for-collaborator-developing-new-llm-architectures-inspired-by-philosophy.txt", "jsonld": "https://wpnews.pro/news/looking-for-collaborator-developing-new-llm-architectures-inspired-by-philosophy.jsonld"}}