Update README.md

README.md

@@ -12,34 +12,47 @@ license: apache-2.0
 
 # Gain Energy 💡
 
-**Revolutionizing the Oil & Gas Industry with Advanced AI Solutions**
+**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 technologies into the energy sector. With headquarters in **Denver, Colorado**, our mission is to optimize energy consumption, enhance operational efficiency, and drive sustainable innovation through state-of-the-art AI-powered solutions.
+Gain Energy is at the forefront of integrating cutting-edge **AI and quantum computing** technologies into the **oil and gas industry**. Headquartered in **Denver, Colorado**, 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 Solutions
+## 🚀 Our AI & Quantum Solutions
 
 ### **UPSTRIMA AI Suite**
 
-Gain Energy's flagship product, the **UPSTRIMA AI Suite**, provides comprehensive AI-driven tools for **engineers, drilling specialists, and energy enterprises**.
+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.
+- **Personal AI Assistant** – Supports engineers with **proprietary data, workflows, manuals, and calculations**.
+- **Enterprise AI** – Facilitates **collaboration, knowledge sharing, and AI-powered workflows** for organizations.
 
 ### **OGAI Large Language Model (LLM) Family**
-Our proprietary **OGAI LLM** models are purpose-built for the **oil and gas industry**, fine-tuned on technical datasets and industry-specific knowledge.
+Our proprietary **OGAI LLM** models are purpose-built for the **oil and gas industry**, fine-tuned on **technical datasets, engineering principles, and domain-specific knowledge**.
 
-| **Model**         | **Use Case** |
-|------------------|-------------|
-| **OGAI-R1**      | Reservoir Intelligence & Geoscience AI |
-| **OGMOE**        | Mixture of Experts for Drilling Optimization |
-| **OGAI-8x22B**   | High-Performance LLM for Engineering Reasoning |
-| **OGAI-8x7B**    | RAG-Optimized AI for Oil & Gas Workflows |
+| **Model**        | **Use Case** |
+|-----------------|-------------|
+| **OGAI-Quantum**  | **Hybrid Quantum-Classical AI for Reservoir, Seismic, and Production Optimization** |
+| **OGAI-R1**      | **Reservoir Intelligence & Geoscience AI** |
+| **OGMOE**        | **Mixture of Experts (MoE) for Drilling Optimization** |
+| **OGAI-8x22B**   | **High-Performance LLM for Engineering Reasoning** |
+| **OGAI-8x7B**    | **RAG-Optimized AI for Oil & Gas Workflows** |
+
+---
+
+## 🔬 **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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@@ -48,6 +61,7 @@ Our proprietary **OGAI LLM** models are purpose-built for the **oil and gas indu
 - **Frontend**: React.js, Material-UI, Redux
 - **Backend**: Node.js, Express.js, GraphQL APIs, RESTful APIs
 - **AI Services**: OGAI LLM Family, OpenAI GPT-4, LangChain, FAISS/Pinecone
+- **Quantum Frameworks**: Qiskit, PennyLane, Cirq, TensorFlow Quantum
 - **Data Storage**: PostgreSQL, MongoDB, AWS S3
 - **Infrastructure**: Docker, Kubernetes, AWS/GCP
 - **Security**: OAuth 2.0, JWT with Scopes, RBAC, AES-256 Encryption, SSO & MFA, VPCs
@@ -59,11 +73,11 @@ Our proprietary **OGAI LLM** models are purpose-built for the **oil and gas indu
 
 ## 🔒 Security & Compliance
 
-We follow best-in-class security and compliance practices to protect user data:
+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)
+- **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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@@ -78,7 +92,9 @@ We follow best-in-class security and compliance practices to protect user data:
 
 ## 📈 Our Vision
 
-At Gain Energy, we believe in **harnessing AI** to create **sustainable, efficient energy solutions**. Our vision is to lead the **digital transformation in oil and gas**, ensuring **operational excellence, cost efficiency, and environmental sustainability**.
+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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