Update README.md

README.md

@@ -25,14 +25,16 @@ Gain Energy is at the forefront of integrating cutting-edge **AI and quantum com
 ## 🚀 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 LLM** models are purpose-built for the **oil and gas industry**, fine-tuned on **technical datasets, engineering principles, and domain-specific knowledge**.
+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** |
 |-----------------|-------------|
@@ -47,10 +49,10 @@ Our proprietary **OGAI LLM** models are purpose-built for the **oil and gas indu
 ## 🔬 **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.  
+- **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.
 
@@ -60,7 +62,7 @@ Gain Energy’s **quantum LLMs** leverage **Upstrima’s WebAssembly-powered Qua
 
 - **Frontend**: React.js, Material-UI, Redux
 - **Backend**: Node.js, Express.js, GraphQL APIs, RESTful APIs
-- **AI Services**: OGAI LLM Family, OpenAI GPT-4, Mixtral-8x22B, LangChain, FAISS/Pinecone
+- **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
@@ -75,9 +77,9 @@ Gain Energy’s **quantum LLMs** leverage **Upstrima’s WebAssembly-powered Qua
 
 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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