MindSpark ThoughtForge — AI skill for Claude Code

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MindSpark: ThoughtForge

**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.

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🛠️ The Manifesto: Why ThoughtForge?

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.

The Pillars of the Third Path

1. Self-Reliance: Run your own mind on your own iron. No API keys, no surveillance, no "empires."
2. Rune-Forged Precision: Use structured "Cognition Scaffolds" to guide small models like a compass guides a longship.
3. Fragment Salvage: Never discard a weak output if there is gold within. We extract the best phrases and forge them into a final response.
4. Iron-Clad Efficiency: Optimized for 8-bit (and lower) quantization via TurboQuant, targeting hardw