Deploy Steve Jobs Sovereign Guild edition of Experimentlab profile
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README.md
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# ⚛️ Experimentlab (Experimentlab.in)
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### Sovereign Artificial Intelligence for Science, Technology, Engineering & Mathematics (STEM)
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[](https://experimentlab.in)
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[, and offline workstations designed specifically for **
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* **Zero Cloud Dependence**: 100% offline, privacy-first execution on consumer laptops and edge devices.
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* **Mathematical Exactitude**: Deterministic CAS (Computer Algebra System) verification for symbolic calculus, linear algebra, and discrete math.
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* **Sovereign Efficiency**:
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---
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## 🏛️ Flagship Model Architectures
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* **[
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* **[`Vigyan-3B-4x-MoE`](https://huggingface.co/Experimentlab/Vigyan-3B-4x-MoE)**: Advanced multi-expert router tuned on symbolic logic and scientific problem-solving.
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### 2. 1.58-Bit Ternary BitNet Architectures
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* **[`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.
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### 3. Doctoral & Silicon Hardware Series
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* **[`olmo2-7b-phd-pure-math`](https://huggingface.co/Experimentlab/olmo2-7b-phd-pure-math)**: Specialization in pure mathematics, formal proofs, topology, and abstract algebra.
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* **[`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.
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* **[`olmo2-7b-biomed-chem`](https://huggingface.co/Experimentlab/olmo2-7b-biomed-chem)**: Deep biochemistry, computational medicine, and molecular modeling.
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## 💻 Vigyan
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* **Interactive WaveDrom Digital Timing Studio** for electrical engineering and hardware timing diagrams.
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* **Native SymPy CAS Mathematical Engine** for symbolic calculus, derivatives, integrals, and LaTeX rendering.
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* **
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Download and install the Community Edition directly from [experimentlab.in/desktop](https://experimentlab.in/desktop).
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---
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## 📂 Curated Collections
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<div align="center">
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<sub>
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</div>
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# ⚛️ Experimentlab (Experimentlab.in)
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### Sovereign Artificial Intelligence for Science, Technology, Engineering & Mathematics (STEM)
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[](https://experimentlab.in)
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[](https://github.com/Vigyan-workstation)
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[](https://experimentlab.in/desktop)
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> *"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."*
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</div>
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---
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## 🌌 The Mission: Open Foundation STEM Intelligence
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**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**.
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We bridge deep academic theory with extreme computational efficiency:
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* **Zero Cloud Dependence**: 100% offline, privacy-first execution on consumer laptops and edge devices.
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* **Mathematical Exactitude**: Deterministic CAS (Computer Algebra System) verification for symbolic calculus, linear algebra, and discrete math.
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* **Sovereign Efficiency**: Pioneering Sparse Mixture-of-Experts (MoE) and 1.58-bit ternary {-1, 0, +1} BitNet quantization running natively on CPUs and NPUs.
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---
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## 🏛️ Flagship Model Architectures
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### 1. 🌟 Sparse Mixture of Experts (MoE)
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* **[](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.
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* **[](https://huggingface.co/Experimentlab/Vigyan-3B-4x-MoE)**: Advanced multi-expert router tuned on symbolic logic and scientific problem-solving.
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### 2. ⚡ 1.58-Bit Ternary BitNet Architectures
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* **[](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.
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### 3. 🔬 Doctoral & Silicon Hardware Series
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* **[](https://huggingface.co/Experimentlab/olmo2-7b-silicon-rtl-eda)**: Hardware silicon EDA specialist for Verilog RTL synthesis, timing constraints, and digital logic verification.
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* **[](https://huggingface.co/Experimentlab/olmo2-7b-phd-pure-math)**: Specialization in pure mathematics, formal proofs, topology, and abstract algebra.
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* **[](https://huggingface.co/Experimentlab/olmo2-7b-biomed-chem)**: Deep biochemistry, computational medicine, and molecular modeling.
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---
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## 💻 Vigyan Workstation: 100% Offline AI Workstation
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All models pair seamlessly with **[Vigyan Workstation](https://github.com/Vigyan-workstation/vigyan-workstation)**, featuring:
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* **Interactive WaveDrom Digital Timing Studio** for electrical engineering and hardware timing diagrams.
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* **6-DoF Robotics Kinematics Studio** for forward and inverse DH-parameter manipulator simulation.
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* **Native SymPy CAS Mathematical Engine** for symbolic calculus, derivatives, integrals, and LaTeX rendering.
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* **KiCad PCB Netlist Studio** for local electronic circuit verification.
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## 📂 Official Curated Collections
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Explore our complete fleet grouped by domain:
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1. **[🌟 Sovereign STEM SLMs & MoE Architectures](https://huggingface.co/collections/Experimentlab/sovereign-stem-slms-and-moe-architectures-6adf68b772867f9a60c2a37e)** — Flagship MoE, BitNet, and edge SLMs.
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2. **[🔬 Doctoral Mathematics & Silicon EDA](https://huggingface.co/collections/Experimentlab/doctoral-mathematics-and-silicon-eda-6adf69cd8305fcbaadf83635)** — Hardware silicon EDA, pure mathematics, astrophysics, and biomedicine.
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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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<div align="center">
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<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>
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</div>
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