Noid3a-Labs/Sparky-4B-V1
Text Generation • 3B • Updated • 365
Noid3a Labs
community
AI & ML interests
Building effective and tiny fine-tunes of your favourite models, create your next project with our tiny tools.
Recent Activity
Organization Card
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.
datasets 0
None public yet