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title: Noid3a Labs
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short_description: High-discipline, ultra-efficient local AI models & tools.
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# NOID3A LABS
**Precision Over Parameters • High-Discipline Local Intelligence**
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## About Noid3a Labs
**Noid3a Labs** is an independent AI research initiative focused on architecting ultra-efficient, highly disciplined language models and micro-agents. We specialize in optimizing sub-5B parameter architectures for edge hardware, prioritizing structural precision, rapid inference, and zero-waffle payload execution.
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## Flagship Releases
| Model | Base Architecture | Domain Focus | Key Benchmarks |
| :--- | :--- | :--- | :--- |
| **[Sparky-4B-V1](https://huggingface.co/Noid3a-Labs/Sparky-4B-V1)** | Qwen2.5 3B | High-Discipline Coding & Micro-Agent | **51.22%** HumanEval (`pass@1`) <br> **47.32%** IFEval Strict |
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## Engineering Philosophy
* **Zero-Waffle Execution:** Direct payload generation (JSON, CLI, pure code) without conversational preambles or output noise.
* **Sub-5B Hardware Efficiency:** Tailored specifically to run blazingly fast on local consumer hardware, homelabs, and edge devices.
* **Structural Discipline:** Maximizing strict multi-constraint instruction following and syntactic accuracy without sacrificing generation speed.
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