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docs: clearly separate AI solutions from SpaceGeol pure physics simulation
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README.md
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<div align="center">
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# GeoStratum 🌍
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### Applied Edge AI
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**Digitizing the field. Centralizing your tools.**
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GeoStratum
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## 🔬 Machine Learning & Edge AI
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### 1. Sub-Byte & Full-Integer Quantization (W4A8 & INT8)
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- **Zero-FP32 Execution Graphs** : Enforcing strict integer kernels without floating-point fallback buffers, preventing memory stalls on mobile NPUs (Qualcomm Hexagon HTP, Google Tensor TPU, MediaTek APU, Intel NPU).
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## 🛠️ The GeoStratum
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- 🪨 **[Lithothèque](https://www.geostratum.eu/lithotheque)** : Digital field notebook for Android & Windows. 100% offline resilience, embedded LiteRT rock classification across 104 lithological classes, sub-millimeter scale metrology, and AES-256 local encryption *(Google Play, 1k+ downloads, 4.8★)*.
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- 🏛️ **[Stratalog](https://www.geostratum.eu/stratalog)** : Native Windows 11 desktop application (C# WinUI 3 & C++ DLL) for vector stratigraphic column design, borehole logging, and local multimodal AI assistance (Google Gemma 4 E2B Instruct via Qualcomm QAIRT, Intel OpenVINO, and LLamaSharp).
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<div align="center">
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# GeoStratum 🌍
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### Geoscience Software & Applied Edge AI Solutions
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**Digitizing the field. Centralizing your tools.**
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</div>
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GeoStratum combines Earth science methodology with production-grade software and **Local-First, Embedded Edge AI**. We develop tools for field geologists, researchers, and students, engineered for complete offline autonomy, zero cloud dependency, and total data ownership in harsh field environments.
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## 🔬 Machine Learning & Edge AI Research
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Our machine learning research focuses strictly on edge deployment and offline geological analysis:
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### 1. Sub-Byte & Full-Integer Quantization (W4A8 & INT8)
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- **Zero-FP32 Execution Graphs** : Enforcing strict integer kernels without floating-point fallback buffers, preventing memory stalls on mobile NPUs (Qualcomm Hexagon HTP, Google Tensor TPU, MediaTek APU, Intel NPU).
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## 🛠️ The GeoStratum Software Ecosystem
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### AI-Powered Solutions:
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- 🪨 **[Lithothèque](https://www.geostratum.eu/lithotheque)** : Digital field notebook for Android & Windows. 100% offline resilience, embedded LiteRT rock classification across 104 lithological classes, sub-millimeter scale metrology, and AES-256 local encryption *(Google Play, 1k+ downloads, 4.8★)*.
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- 🏛️ **[Stratalog](https://www.geostratum.eu/stratalog)** : Native Windows 11 desktop application (C# WinUI 3 & C++ DLL) for vector stratigraphic column design, borehole logging, and local multimodal AI assistance (Google Gemma 4 E2B Instruct via Qualcomm QAIRT, Intel OpenVINO, and LLamaSharp).
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### Physics & 3D Simulation (Non-AI):
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- 🪐 **[SpaceGeol](https://www.geostratum.eu/spacegeol)** : Interactive 3D planetary geology and space mission simulator running in WebGL/Three.js. Powered exclusively by authentic Newtonian flight dynamics, Keplerian orbital mechanics, and real planetary mineralogy *(No AI involved)*.
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