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CrownyTheFirst updated a collection about 15 hours ago

Sparky Collection

CrownyTheFirst published a model 11 days ago

Noid3a-Labs/Sparky-4B-V1

CrownyTheFirst updated a Space 11 days ago

Noid3a-Labs/README

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NOID3A LABS

Precision Over Parameters • High-Discipline Local Intelligence

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.

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

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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