---
title: Experimentlab
emoji: ⚛️
colorFrom: indigo
colorTo: purple
sdk: static
pinned: false
---
# ⚛️ Experimentlab (Experimentlab.in)
### Sovereign Artificial Intelligence for Science, Technology, Engineering & Mathematics (STEM)
[](https://experimentlab.in)
[](https://github.com/Vigyan-workstation)
[](https://discord.com/invite/Jck3tD6mhf)
[](https://experimentlab.in/desktop)
> *"Here’s to the rebels who build real things in the physical world. The ones who refuse to rent their intelligence by the token. Who pull the plug and keep calculating."*
---
## 🌌 The Mission: Open Foundation STEM Intelligence
**Experimentlab** is dedicated to building sovereign, open-weights foundation models, efficient Small Language Models (SLMs), and offline workstations designed specifically for **physical engineers, mathematicians, roboticists, and researchers**.
We bridge deep academic theory with extreme computational efficiency:
* **Zero Cloud Dependence**: 100% offline, privacy-first execution on consumer laptops and edge devices.
* **Mathematical Exactitude**: Deterministic CAS (Computer Algebra System) verification for symbolic calculus, linear algebra, and discrete math.
* **Sovereign Efficiency**: Pioneering Sparse Mixture-of-Experts (MoE) and 1.58-bit ternary {-1, 0, +1} BitNet quantization running natively on CPUs and NPUs.
---
## 🏛️ Flagship Model Architectures
```mermaid
graph LR
A["Raw STEM Corpora (Ai2 Dolma, SymPy CAS, arXiv)"] --> B["Vigyan Sovereign Pretraining"]
B --> C["Vigyan MoE (1.5B - 3B 4x Experts)"]
B --> D["BitNet 1.58-Bit Ternary QAT"]
B --> E["Doctoral STEM Series (7B - 32B)"]
C --> F["Edge CPU & NPU (GGUF / bitnet.cpp)"]
D --> F
E --> G["Vigyan Pro Workstation"]
```
### 1. 🌟 Sparse Mixture of Experts (MoE)
* **[`Vigyan-1.5B-4x-MoE`](https://huggingface.co/Experimentlab/Vigyan-1.5B-4x-MoE)**: Ultra-fast 4-expert routed SLM delivering 7B-class STEM reasoning at a fraction of inference memory.
* **[`Vigyan-3B-4x-MoE`](https://huggingface.co/Experimentlab/Vigyan-3B-4x-MoE)**: Advanced multi-expert router tuned on symbolic logic and scientific problem-solving.
### 2. ⚡ 1.58-Bit Ternary BitNet Architectures
* **[`vigyan-3b-1.58bit-qat`](https://huggingface.co/Experimentlab/vigyan-3b-1.58bit-qat)**: Pure 1.58-bit weights {-1, 0, +1} trained via Quantization-Aware Training (QAT). Eliminates power-hungry matrix multiplication in favor of integer addition, enabling offline execution on low-power ARM and x86 chips.
### 3. 🔬 Doctoral & Silicon Hardware Series
* **[`olmo2-7b-silicon-rtl-eda`](https://huggingface.co/Experimentlab/olmo2-7b-silicon-rtl-eda)**: Hardware silicon EDA specialist for Verilog RTL synthesis, timing constraints, and digital logic verification.
* **[`olmo2-7b-phd-pure-math`](https://huggingface.co/Experimentlab/olmo2-7b-phd-pure-math)**: Specialization in pure mathematics, formal proofs, topology, and abstract algebra.
* **[`olmo2-7b-biomed-chem`](https://huggingface.co/Experimentlab/olmo2-7b-biomed-chem)**: Deep biochemistry, computational medicine, and molecular modeling.
---
## 💻 Vigyan Workstation: 100% Offline AI Workstation
All models pair seamlessly with **[Vigyan Workstation](https://github.com/Vigyan-workstation/vigyan-workstation)**, featuring:
* **Interactive WaveDrom Digital Timing Studio** for electrical engineering and hardware timing diagrams.
* **6-DoF Robotics Kinematics Studio** for forward and inverse DH-parameter manipulator simulation.
* **Native SymPy CAS Mathematical Engine** for symbolic calculus, derivatives, integrals, and LaTeX rendering.
* **KiCad PCB Netlist Studio** for local electronic circuit verification.
---
## 📂 Official Curated Collections
Explore our complete fleet grouped by domain:
1. **[🌟 Sovereign STEM SLMs & MoE Architectures](https://huggingface.co/collections/Experimentlab/sovereign-stem-slms-and-moe-architectures-6adf68b772867f9a60c2a37e)** — Flagship MoE, BitNet, and edge SLMs.
2. **[🔬 Doctoral Mathematics & Silicon EDA](https://huggingface.co/collections/Experimentlab/doctoral-mathematics-and-silicon-eda-6adf69cd8305fcbaadf83635)** — Hardware silicon EDA, pure mathematics, astrophysics, and biomedicine.
3. **[📚 Open Datasets & Verified Research Whitepapers](https://huggingface.co/collections/Experimentlab/open-datasets-and-verified-research-whitepapers-6adf69d1196cdf66ddcffa0d)** — Curated STEM pretraining corpora and research whitepapers.
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Crafted with passion for sovereign open-source STEM research by Experimentlab.in • Built for the Crazy Ones.