docs: enforce strict non-commercial CC BY-NC-SA 4.0 license terms
#2
by shreyansh12183 - opened
README.md
CHANGED
|
@@ -13,9 +13,11 @@ pinned: false
|
|
| 13 |
### Sovereign Artificial Intelligence for Science, Technology, Engineering & Mathematics (STEM)
|
| 14 |
|
| 15 |
[](https://experimentlab.in)
|
| 16 |
-
[](https://discord.com/invite/Jck3tD6mhf)
|
| 18 |
-
[![Workstation Release](https://img.shields.io/badge/
|
| 19 |
|
| 20 |
> *"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."*
|
| 21 |
|
|
@@ -23,63 +25,88 @@ pinned: false
|
|
| 23 |
|
| 24 |
---
|
| 25 |
|
| 26 |
-
## 🌌 The Mission:
|
| 27 |
|
| 28 |
-
**Experimentlab** is
|
| 29 |
|
| 30 |
-
|
| 31 |
-
* **Zero Cloud Dependence**: 100% offline, privacy-first execution on
|
| 32 |
-
* **Mathematical
|
| 33 |
-
* **Sovereign
|
| 34 |
|
| 35 |
---
|
| 36 |
|
| 37 |
-
## 🏛️
|
| 38 |
|
| 39 |
```mermaid
|
| 40 |
graph LR
|
| 41 |
-
A["Raw STEM Corpora (
|
| 42 |
-
B --> C["
|
| 43 |
-
B --> D["
|
| 44 |
-
B --> E["
|
| 45 |
-
C --> F["Edge
|
| 46 |
D --> F
|
| 47 |
-
E -->
|
|
|
|
| 48 |
```
|
| 49 |
|
| 50 |
-
### 1.
|
| 51 |
-
* **[`Vigyan-
|
| 52 |
-
* **[`Vigyan-
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
* **[`
|
| 59 |
-
* **[`
|
| 60 |
-
* **[`
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 61 |
|
| 62 |
---
|
| 63 |
|
| 64 |
-
##
|
| 65 |
|
| 66 |
-
All models
|
| 67 |
-
* **Interactive WaveDrom Digital Timing Studio** for electrical engineering and hardware timing diagrams.
|
| 68 |
-
* **6-DoF Robotics Kinematics Studio** for forward and inverse DH-parameter manipulator simulation.
|
| 69 |
-
* **Native SymPy CAS Mathematical Engine** for symbolic calculus, derivatives, integrals, and LaTeX rendering.
|
| 70 |
-
* **KiCad PCB Netlist Studio** for local electronic circuit verification.
|
| 71 |
|
| 72 |
-
-
|
|
|
|
|
|
|
|
|
|
| 73 |
|
| 74 |
-
|
| 75 |
|
| 76 |
-
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 80 |
|
| 81 |
---
|
| 82 |
|
| 83 |
<div align="center">
|
| 84 |
-
<sub>Crafted with passion for sovereign open-source STEM research by <a href="https://experimentlab.in">
|
| 85 |
</div>
|
|
|
|
| 13 |
### Sovereign Artificial Intelligence for Science, Technology, Engineering & Mathematics (STEM)
|
| 14 |
|
| 15 |
[](https://experimentlab.in)
|
| 16 |
+
[-red?style=for-the-badge&logo=creativecommons&logoColor=white)](https://creativecommons.org/licenses/by-nc-sa/4.0/)
|
| 17 |
+
[](https://github.com/Vigyan-workstation)
|
| 18 |
+
[](https://huggingface.co/Experimentlab)
|
| 19 |
[](https://discord.com/invite/Jck3tD6mhf)
|
| 20 |
+
[](https://github.com/Vigyan-workstation/vigyan-workstation/releases/tag/v1.0.0)
|
| 21 |
|
| 22 |
> *"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."*
|
| 23 |
|
|
|
|
| 25 |
|
| 26 |
---
|
| 27 |
|
| 28 |
+
## 🌌 The Mission: Sovereign STEM Intelligence
|
| 29 |
|
| 30 |
+
**Experimentlab** is a deep-tech research company building sovereign foundation models, efficient Small Language Models (SLMs), and air-gapped desktop workstations engineered specifically for **physical engineers, roboticists, semiconductor designers, and mathematicians**.
|
| 31 |
|
| 32 |
+
Led by Founder & Chief Architect [Shreyansh Singh](https://github.com/shreyansh001boy-tech), our research bridges fundamental academic theory with sovereign edge execution:
|
| 33 |
+
* **Zero Cloud Dependence**: 100% offline, privacy-first execution on local laptops and workstations.
|
| 34 |
+
* **Deterministic Mathematical Truth**: Computer Algebra System (SymPy CAS) verification eliminating hallucinated calculus, ODEs, and physics.
|
| 35 |
+
* **Sovereign Quantization**: Pioneering Sparse Mixture of Experts (MoE) and 1.58-bit ternary {-1, 0, +1} BitNet quantization running natively on edge CPUs and NPUs.
|
| 36 |
|
| 37 |
---
|
| 38 |
|
| 39 |
+
## 🏛️ The 5-Pillar Public AI Catalog
|
| 40 |
|
| 41 |
```mermaid
|
| 42 |
graph LR
|
| 43 |
+
A["Raw STEM Corpora (1B+ Tokens, arXiv, Dolma)"] --> B["Vigyan Sovereign Pretraining"]
|
| 44 |
+
B --> C["1. Frontier STEM SLMs (32B / 7B / 2B)"]
|
| 45 |
+
B --> D["2. Advanced Architectures (MoE / 1.58-bit / GRPO)"]
|
| 46 |
+
B --> E["3. Domain Mastery (RTL / Math / Biomed / Vidhi)"]
|
| 47 |
+
C --> F["5. Edge GGUF Runtimes & Desktop Studios"]
|
| 48 |
D --> F
|
| 49 |
+
E --> F
|
| 50 |
+
B --> G["4. Foundation Pretraining Datasets"]
|
| 51 |
```
|
| 52 |
|
| 53 |
+
### 1. 🚀 Frontier STEM & Dense SLMs
|
| 54 |
+
* **[`Vigyan-AI-32B`](https://huggingface.co/Experimentlab/Vigyan-AI-32B)** & **[`Vigyan-AI-32B-Titan-v1`](https://huggingface.co/Experimentlab/Vigyan-AI-32B-Titan-v1)**: Flagship 32B Titan models for deep multi-step scientific deduction.
|
| 55 |
+
* **[`Vigyan-7B-STEM-Instruct-v1`](https://huggingface.co/Experimentlab/Vigyan-7B-STEM-Instruct-v1)** & **[`Shreyansh-STEM-AI-7B-Final`](https://huggingface.co/Experimentlab/Shreyansh-STEM-AI-7B-Final)**: High-performance 7B dense scientific models.
|
| 56 |
+
* **[`Shreyansh-STEM-AI-2B-v3`](https://huggingface.co/Experimentlab/Shreyansh-STEM-AI-2B-v3)** *(1,195+ downloads)* & **[`Shreyansh-STEM-AI-2B-v3-Distilled`](https://huggingface.co/Experimentlab/Shreyansh-STEM-AI-2B-v3-Distilled)**: Compact, battery-friendly edge SLMs.
|
| 57 |
+
|
| 58 |
+
### 2. 🌟 Advanced Architectures (MoE, 1.58-Bit Ternary, GRPO)
|
| 59 |
+
* **[`Vigyan-1.5B-4x-MoE`](https://huggingface.co/Experimentlab/Vigyan-1.5B-4x-MoE)** *(1,669+ downloads)*: 4-expert routed Sparse MoE delivering 7B-class STEM reasoning at 1.5B inference latency.
|
| 60 |
+
* **[`Vigyan-3B-4x-MoE`](https://huggingface.co/shreyansh12183/Vigyan-3B-4x-MoE)** *(704+ downloads)*: Advanced Top-1 routing multi-expert model tuned for symbolic logic.
|
| 61 |
+
* **[`vigyan-3b-1.58bit-qat`](https://huggingface.co/shreyansh12183/vigyan-3b-1.58bit-qat)**: Pure 1.58-bit {-1, 0, +1} ternary BitNet model trained via Quantization-Aware Training (QAT). Replaces matrix multiplication with integer additions.
|
| 62 |
+
* **[`vigyan-2b-reasoning-grpo`](https://huggingface.co/shreyansh12183/vigyan-2b-reasoning-grpo)**: DeepSeek-style GRPO test-time reasoning SLM trained on mathematical and logical verification trees.
|
| 63 |
+
* **[`vigyan-olmoe-1b-7b-masterpiece-adapter`](https://huggingface.co/shreyansh12183/vigyan-olmoe-1b-7b-masterpiece-adapter)**: Ai2 OLMoE sparse expert architecture.
|
| 64 |
+
|
| 65 |
+
### 3. 🔬 Doctoral & Domain-Specialized Intelligence
|
| 66 |
+
* **[`olmo2-7b-silicon-rtl-eda`](https://huggingface.co/Experimentlab/olmo2-7b-silicon-rtl-eda)**: Hardware silicon EDA specialist for synthesizable IEEE 1364 Verilog RTL, FSMs, and synchronous timing circuits.
|
| 67 |
+
* **[`olmo2-7b-phd-pure-math`](https://huggingface.co/Experimentlab/olmo2-7b-phd-pure-math)**: Specialization in pure mathematics, formal topological proofs, and abstract algebra.
|
| 68 |
+
* **[`olmo2-7b-biomed-chem`](https://huggingface.co/Experimentlab/olmo2-7b-biomed-chem)**: Deep biochemistry, enzyme kinetics, and molecular thermodynamics.
|
| 69 |
+
* **[`olmo2-7b-astro-logic`](https://huggingface.co/Experimentlab/olmo2-7b-astro-logic)**: Orbital mechanics, Hohmann transfers, and astrophysical physics.
|
| 70 |
+
* **[`Vidhi-AI-Instruct`](https://huggingface.co/Experimentlab/Vidhi-AI-Instruct)**: Sovereign Indian legal intelligence aligned with the Bharatiya Nyaya Sanhita (BNS).
|
| 71 |
+
|
| 72 |
+
### 4. 📚 Foundational Pretraining Corpora & Datasets
|
| 73 |
+
* **[`shreyansh-1B-SLM-pretrain-stem-english`](https://huggingface.co/datasets/shreyansh12183/shreyansh-1B-SLM-pretrain-stem-english)**: 1 Billion token foundation pretraining corpus balanced for cold-start STEM intelligence.
|
| 74 |
+
* **[`shreyansh-hinglish-english-stem-500k`](https://huggingface.co/datasets/shreyansh12183/shreyansh-hinglish-english-stem-500k)**: 500,000 sample bilingual Hinglish-English dataset tailored for Indian engineering students.
|
| 75 |
+
* **[`vigyan-ai-research-papers`](https://huggingface.co/datasets/Experimentlab/vigyan-ai-research-papers)**: Curated corpus of scientific literature and verified technical preprints.
|
| 76 |
+
|
| 77 |
+
### 5. ⚡ Edge GGUF Runtimes & Workstation Integration
|
| 78 |
+
* **[`Vigyan-Models-GGUF`](https://huggingface.co/Experimentlab/Vigyan-Models-GGUF)**: Quantized GGUF binaries (`Q4_K_M`) engineered for local execution via llama.cpp and Ollama.
|
| 79 |
+
* **[`vigyan-7b-moe-gguf`](https://huggingface.co/shreyansh12183/vigyan-7b-moe-gguf)**: Edge quantized MoE binary.
|
| 80 |
+
* **[Vigyan Workstation](https://github.com/Vigyan-workstation/vigyan-workstation)**: Open-source desktop engineering studio pairing these weights with 3D robotics kinematics, WaveDrom waveforms, and KiCad PCB netlists.
|
| 81 |
|
| 82 |
---
|
| 83 |
|
| 84 |
+
## ⚖️ Intellectual Property & Strict Non-Commercial Licensing
|
| 85 |
|
| 86 |
+
All open-source models, benchmark suites, pretraining datasets, research whitepapers, and software released across the Vigyan / ExperimentLab ecosystem are strictly governed by the **Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)** license and the **ExperimentLab Sovereign Community & Demilitarized License**:
|
|
|
|
|
|
|
|
|
|
|
|
|
| 87 |
|
| 88 |
+
* **Academic, Educational & Personal Research Use Only**: Freely permitted for students, academic researchers, university coursework, self-hosting, and civilian scientific inquiry.
|
| 89 |
+
* **Strictly Non-Commercial Prohibition**: You may not sell, monetize, host as a paid API/SaaS wrapper, bundle with commercial hardware, or use for commercial advantage without prior written enterprise authorization from ExperimentLab AI.
|
| 90 |
+
* **Demilitarized Civilian STEM Restriction**: Strictly prohibited for military, defense, weapons research, autonomous combat, or surveillance systems.
|
| 91 |
+
* **Commercial Enterprise Licensing**: For commercial licensing, enterprise deployment, or institutional partnerships, contact [contact@experimentlab.in](mailto:contact@experimentlab.in).
|
| 92 |
|
| 93 |
+
---
|
| 94 |
|
| 95 |
+
## 📜 Academic Attribution & Sovereign Citation
|
| 96 |
+
|
| 97 |
+
```bibtex
|
| 98 |
+
@article{singh2026vigyan,
|
| 99 |
+
title={Vigyan Sovereign Trilogy: Empirical Scaling Laws and Deterministic Symbolic-AST Evaluation of Edge Small Language Models},
|
| 100 |
+
author={Singh, Shreyansh},
|
| 101 |
+
institution={Vigyan AI Open Research},
|
| 102 |
+
journal={Vigyan AI Research Publications},
|
| 103 |
+
year={2026},
|
| 104 |
+
url={https://github.com/shreyansh001boy-tech/vigyan-sovereign-benchmark}
|
| 105 |
+
}
|
| 106 |
+
```
|
| 107 |
|
| 108 |
---
|
| 109 |
|
| 110 |
<div align="center">
|
| 111 |
+
<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>
|
| 112 |
</div>
|