| --- |
| title: Experimentlab |
| emoji: ⚛️ |
| colorFrom: indigo |
| colorTo: purple |
| sdk: static |
| pinned: false |
| --- |
| |
| <div align="center"> |
|
|
| # ⚛️ 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."* |
|
|
| </div> |
|
|
| --- |
|
|
| ## 🌌 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. |
|
|
| --- |
|
|
| <div align="center"> |
| <sub>Crafted with passion for sovereign open-source STEM research by <a href="https://experimentlab.in">Experimentlab.in</a> • Built for the Crazy Ones.</sub> |
| </div> |
|
|
