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.