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  "path": "/t/training-lora-for-ltx2-3-voice-sound-only/176239#post_4",
  "publishedAt": "2026-05-27T13:28:44.000Z",
  "site": "https://discuss.huggingface.co",
  "tags": [
    "FerrellSyntheticIntelligence/Vitalis_Core · Hugging Face",
    "FerrellSyntheticIntelligence/FSI-Vitalis-CyberCore · Hugging Face"
  ],
  "textContent": "​[OPEN SOURCE RELEASE & ARCHITECTURE COLLABORATION CALL]\n\n​After four years of isolated, independent development, I am transitioning my proprietary architecture into the open-source ecosystem under the banner of Ferrell Synthetic Intelligence (FSI).\n\n​Today, I have publically deployed the foundational codebases for my first two developments: Vitalis_Core and FSI-Vitalis-CyberCore.\n\n​The Architecture\n\n​This is not a generic API wrapper or a third-party LLM orchestration layer. This is an original, blank-slate synthetic intelligence framework engineered to operate entirely locally on edge hardware with absolute data sovereignty.\n\n​Asynchronous Processing: Powered by a persistent, threaded system heartbeat loop that monitors state independent of user prompt interaction.\n\n​Kernel Integration: Bridges directly to the Linux kernel space using custom C-modules, ioctl handles, and procfs/netlink communication pipelines to ensure low-level system awareness and integrity shielding.\n\n​Blank-Slate Design: The framework provides the structural plumbing, memory manager, and system hooks. It contains no pre-baked corporate biases—it is designed to be fully trained, personalized, and directed by the individual deployment engineer.\n\n​The Objective & Call to Collaboration\n\n​I have scaled these frameworks as far as possible as a solo developer. To execute the next phase of development, I require technical assets to help test, run, refine, and optimize the codebase.\n\n​I am targeting two objectives with this post:\n\n​Codebase Auditing: I need experienced systems developers, Linux engineers, and local AI enthusiasts to clone the repositories, compile the C-infrastructure, run the loops, and provide objective, performance-driven feedback.\n\n​Core Collaborators (Exactly 5): I am selecting a core group of five engineering partners to collaborate on the ongoing optimization of this open-source stack, as well as to assist in the development of my two remaining private, stealth projects (Project Lorein and Project Jedi Order).\n\n​Repositories\n\n​Vitalis_Core: FerrellSyntheticIntelligence/Vitalis_Core · Hugging Face\n\n​FSI-Vitalis-CyberCore: FerrellSyntheticIntelligence/FSI-Vitalis-CyberCore · Hugging Face\n\n​Review the repository architecture, inspect the files, and run the entry points on your local environments.\n\n​For technical feedback, drop your optimization metrics below. If you have the specific system-level engineering experience required to scale this ecosystem and want to fill one of the 5 collaborator slots, DM me directly with your technical background and documentation of your relevant stack experience.\n\n​— Neuro_Nomad",
  "title": "Training lora for LTX2.3 voice / sound only"
}