README.md

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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	Qwen2.5 3B	High-Discipline Coding & Micro-Agent	51.22% HumanEval (pass@1) 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.