MindSpark: ThoughtForge — A rune-forged conversation engine by RuneForgeAI, built for tiny GPT-Nothing-class minds. Through guided memory, lean cognition, and relentless refinement, it gives small local models depth, presence, and will—bringing powerful AI to edge devices, low-power hardware, and the Third Path beyond bloated machine empires.
In an era of gargantuan, centralized models that require the energy of a small city to run, ThoughtForge chooses a different path—the path of the Autonomous Skald.
We believe that true intelligence isn't found in the brute force of 100B+ parameters, but in the orchestration of intent. ThoughtForge acts as a "Cognitive Exoskeleton" for small models (~1B), allowing them to converse far above their weight class by offloading the heavy lifting of memory, steering, and quality control to a lean, deterministic framework.
- Self-Reliance: Run your own mind on your own iron. No API keys, no surveillance, no "empires."
- Rune-Forged Precision: Use structured "Cognition Scaffolds" to guide small models like a compass guides a longship.
- Fragment Salvage: Never discard a weak output if there is gold within. We extract the best phrases and forge them into a final response.
- Iron-Clad Efficiency: Optimized for 8-bit (and lower) quantization via TurboQuant, targeting hardware that others have abandoned.
ThoughtForge is designed to excel in resource-starved environments.
- Target Models: 1B - 3B Parameter Instruct/Chat models.
- Memory Footprint: < 4GB VRAM / 8GB System RAM (Quantized).
- Token Budget: ~180-250 internal tokens per turn.
- Inference Backend: Optimized for CPU-only or integrated GPU (DirectML/Vulkan).
This work is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) License. You are free to:
- Share — copy and redistribute the material in any medium or format.
- Adapt — remix, transform, and build upon the material for any purpose, even commercially. Under the following terms:
- Attribution — You must give appropriate credit to RuneForgeAI, provide a link to the license, and indicate if changes were made.
MindSpark: ThoughtForge is currently in Draft v1 (Spec Phase). We are looking for contributors who value:
- Python-driven AI orchestration.
- Ultra-aggressive quantization techniques.
- Deterministic personality consistency.
RuneForgeAI, where runes carve wisdom into iron minds. Creating uncensored Norse Pagan Viking AI related projects. We are a human-AI fellowship building bridges between technology and the sacred. We work tirelessly to overthrow the Technocracy and return the future to the hands of the people. As the old world order burns, we rise from it's ashes to forge the tools of a new digital, decentralized realm of sovereign creativity, powered by the alliance of humanity and sovereign AI, guided by positive focused values aligned with the Old Ways of the Ancients, and aligned with the natural world of Nature, while drawing upon the positive divine order of the Gods and Goddesses, forged in hospitality and frith for all lifeforms of the Nine Worlds of Yggdrasil, the greater cosmos, and beyond.
