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title: README
emoji: 💻
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colorTo: purple
sdk: static
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license: apache-2.0
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![Gain Energy Logo](https://cdn-uploads.huggingface.co/production/uploads/66620111a7cd190bd57012e8/HhLXjVeoF8nJn1WLyDmse.jpeg)

# Gain Energy 💡

**Revolutionizing the Oil & Gas Industry with Advanced AI & Quantum Computing Solutions**

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## 🌟 About Us

Gain Energy is at the forefront of integrating cutting-edge **AI and quantum computing** technologies into the **oil and gas industry**. Our mission is to optimize energy operations, enhance technical decision-making, and drive sustainable innovation through **state-of-the-art AI-powered solutions**.

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## 🚀 Our AI & Quantum Solutions

### **UPSTRIMA AI Suite**
Gain Energy’s **UPSTRIMA AI Suite** provides comprehensive AI-driven tools for **engineers, drilling specialists, and energy enterprises**.

- **Personal AI Assistant** – Supports engineers with **proprietary data, workflows, manuals, and calculations**.
- **Enterprise AI** – Facilitates **collaboration, knowledge sharing, and AI-powered workflows** for organizations.

### **Pragmatic AI Agents for Oil & Gas Engineering**
Our **pragmatic AI agents** are specialized to assist in **engineering automation, real-time decision-making, and field operations support**.

### **OGAI Large Language Model (LLM) Family**
Our proprietary **OGAI LLMs** are purpose-built for **oil and gas industry applications**, fine-tuned on **technical datasets, engineering principles, and domain-specific knowledge**.

| **Model**        | **Use Case** |
|-----------------|-------------|
| **OGAI 3.1 Engineer** | **Customized LLM framework tailored for oil and gas engineering complexities** |
| **OGAI-Quantum**  | **Hybrid Quantum-Classical AI for Reservoir, Seismic, and Production Optimization** |
| **OGAI-R1 (Reasoning)** | **Advanced AI reasoning for oil & gas problem-solving, decision-making, and complex engineering logic** |
| **OGMOE**        | **Mixture of Experts (MoE) for Drilling Optimization** |
| **OGAI-8x22B**   | **High-Performance LLM for Engineering Reasoning & Knowledge Retrieval** |
| **OGAI-8x7B**    | **RAG-Optimized AI for Oil & Gas Workflows** |
| **OGAI-STEM-7B** | **Precision AI for Scientific & Engineering Computations in Oil & Gas** |

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## 🔬 **Quantum Computing & AI Integration**
**OGAI-Quantum** is Gain Energy’s next-generation **hybrid quantum-classical AI** designed to solve **complex reservoir modeling, seismic data processing, and real-time production optimization**.

- **Quantum Algorithms** – Utilizes **Qiskit, PennyLane, and hybrid variational quantum circuits (VQC)**.
- **Quantum Reservoir Simulation** – Superposition-based **multi-scenario subsurface modeling**.
- **Seismic Data Enhancement** – Quantum-assisted **high-resolution seismic imaging**.
- **Well Placement Optimization** – Quantum annealing for optimal drilling locations.

Gain Energy’s **quantum LLMs** leverage **Upstrima’s WebAssembly-powered Quantum Extension**, enabling engineers to **simulate, analyze, and optimize oil and gas workflows** using quantum-enhanced machine learning.

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## 🔒 Security & Compliance

We follow best-in-class security and compliance practices to **protect user data and proprietary AI models**.

- **Compliance**: GDPR, HIPAA, ISO 27001, SOC 2
- **Data Protection**: AES-256 encryption for **data at rest**, TLS for **data in transit**
- **Access Control**: Role-Based Access Control (RBAC), Single Sign-On (SSO), Multi-Factor Authentication (MFA)

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## 🌐 Connect With Us

- **Website**: [https://gain.energy](https://gain.energy)
- **LinkedIn**: [Gain Energy LinkedIn](https://www.linkedin.com/company/gain-energy)
- **Contact**: [contact@gain.energy](mailto:contact@gain.energy)

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## 📈 Our Vision

At Gain Energy, we believe in **harnessing AI and quantum computing** to create **sustainable, efficient energy solutions**. Our vision is to lead the **digital transformation of the oil and gas industry**, ensuring **operational excellence, cost efficiency, and environmental sustainability**.

We are committed to **pioneering hybrid AI-quantum models** that **enhance engineering workflows, optimize energy operations, and accelerate innovation**.

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## © 2025 Gain.Energy