Virtualan Software

?? Introducing MCP Server: Ollama Deep Researcher! ?? We’re excited to unveil MCP Server: Ollama Deep Researcher, a cutting-edge adaptation of LangChain Ollama Deep Researcher designed for in-depth research within the Model Context Protocol (MCP) ecosystem. ?? What It Does This powerful tool enables AI assistants to conduct deep research on complex topics using local LLMs via Ollama, ensuring efficiency, privacy, and scalability. ?? Key Benefits: ? Seamless integration with MCP tools ? Advanced research capabilities ? Local execution for enhanced security ? AI-driven insights for data-driven decision-making This innovation empowers organizations and researchers with next-level AI-driven research automation. Stay tuned for more updates! #AI #MachineLearning #MCP #Ollama #DeepResearch #LangChain #Innovation #virtualanai #VirtualanSoftware #Virtualan https://lnkd.in/gBasrf4Y

?? If you think LLMs Are Like HTML, then MCP Is the JavaScript That Brings Them to Life! Just like HTML provides structure and JavaScript makes it dynamic, LLMs (Large Language Models) offer intelligence, but MCP (Model Context protocol) makes them actionable. MCP enables LLMs to go beyond static responses by orchestrating workflows, integrating with APIs, executing commands, and automating enterprise processes—unlocking their full potential. ?? Read files & databases ?? Execute commands ?? Access APIs ?? Interact with local tools ?? And much more! Check out Part 1 of Building MCP Servers to explore how MCP standardizes AI integrations across different LLMs. ?? https://lnkd.in/gz6beQpC #AI #LLM #MCP #Automation #EnterpriseAI #WorkflowOrchestration #Technology #virtualanai #virtualasoftware

Building a RAG Pipeline with LangChain and Amazon Bedrock ?? Why Choose Amazon Bedrock for Your AI Needs? Whether you're an existing AWS customer or new to the platform, Amazon Bedrock is a game-changer for enterprises looking to integrate AI seamlessly. Here’s why: ? Fine-tuning & RAG-as-a-Service – Customize foundation models to fit your needs and leverage an end-to-end RAG pipeline with minimal effort. ? Serverless & Scalable – No infrastructure headaches! AWS scales dynamically based on your application’s needs. ? Single API for Model Evaluation – Easily switch between models without rewriting your code. ? Access to Top-Tier Foundation Models – Multiple cutting-edge models, all accessible from one unified dashboard. With Bedrock, businesses can innovate faster, reduce complexity, and scale AI effortlessly. Ready to explore? #AmazonBedrock #AI #MachineLearning #AWS #EnterpriseAI #virtualanai #virtualan #virtualansoftware Would you like any adjustments or additional details? ?? https://lnkd.in/dxez6yHh

?? How to Use #VertexAI with #LangChain for Your Projects ?? Integrating Vertex AI with LangChain unlocks powerful possibilities for AI-driven applications. With Google Cloud’s cutting-edge ML infrastructure and LangChain’s flexible framework, you can build intelligent applications with seamless workflow automation and advanced data processing. ?? Key Benefits of Integration: ? Scalable AI model deployment with Vertex AI ? Efficient orchestration of LLM-powered workflows using LangChain ? Enhanced data processing and real-time insights By combining these technologies, businesses can accelerate AI adoption, streamline workflows, and drive innovation. Ready to build the next-gen AI-powered solution? Let’s connect! ?? #AI #MachineLearning #GoogleCloud #LLMs #TechInnovation #Automation #virtualanai https://lnkd.in/gFvBvrbZ

How to create Architectural Decision Records (ADRs) — and how not to ADR have the following characteristics: Executive summary: ADRs should be brief and distill their content to the bare minimum of essential information required to understand what has been chosen — and why, including benefits and other consequences. Verdict or scale: Selecting a concept, technology or product should bring benefits, but also comes at a price. Hence, the pros and cons of the chosen option should be balanced, tradeoffs explained and a judgment made. All neglected options should be evaluated as well. Letter of intent: To be able to initiate decision follow up, an assertive writing style is in order. The decision makers should be identified, which helps to make them accountable for decision enforcement. Decisions must be executed to have any effect; they might have to be revisited. Hence, ADRs also have the nature of action plans. #adr #ArchitecturalDecisionRecords #virtualan #VirtualanSoftware https://lnkd.in/gXM59J-h

?? Celebrating the Strength, Resilience, and Achievements of Women ?? On this International Women’s Day, we honor the incredible contributions of women across industries, especially in technology and innovation. At Virtualan Software, LLC, we are committed to fostering an inclusive environment where women thrive, lead, and inspire. From breaking barriers in STEM to leading groundbreaking projects, women continue to shape the future. Let’s celebrate their achievements and amplify their voices today and every day! ?? To all the women in tech and beyond—your impact is immeasurable, and your journey inspires us all. #InternationalWomensDay #IWD2025 #WomenInTech #Leadership #AccelerateAction #Empowerment #DiversityAndInclusion #VirtualanSoftware #Virtualan

Spring Boot 3.4 application on AWS Lambda- Part 6 GraalVM Native Image with Spring Cloud Function AWS #springbootcloudfunction #aws #serverless #java #springboot #virtualan https://lnkd.in/gCFVzs2h

"Honoring Leadership & Innovation on Presidents' Day" Presidents' Day is more than just a moment of remembrance—it’s a celebration of leadership, vision, and the responsibility that comes with driving change. Throughout history, great leaders have shaped our nation with bold decisions, resilience, and a commitment to progress. At Virtualan Software, we recognize that the same principles—leadership, responsibility, and collaboration—are essential in the world of technology and innovation. Just as past leaders have navigated challenges to build a better future, we strive to create cutting-edge solutions that empower businesses and communities. Today, let’s take a moment to reflect on how leadership in any field—whether in government, technology, or business—has the power to inspire transformation. Let’s continue to innovate, collaborate, and lead with purpose. #PresidentsDay #Leadership #Innovation #Collaboration #VirtualanSoftware #virtualan

?? Excited to showcase a minimalistic working demo of a Retrieval-Augmented Generation (RAG) system powered by the DeepSeek LLM Model and the LangChain framework! ?? Key Features: ? Full Control & Customization – Deploy on your own server or local environment for a personalized setup. ?? Enhanced Security – ?? Protect your data by hosting it on your infrastructure. ?? Maximum Flexibility – Tailor the system to meet your unique requirements. ?? Seamless Scalability – Optimize performance and scale effortlessly as needed. ? PDF Upload Support – Users can upload a PDF file for processing. ? AI-Powered Q&A – Get accurate responses based only on the uploaded document. ? Smart Filtering – Ignores irrelevant questions for more precise results. This demo highlights how AI can intelligently retrieve and generate responses based on document-specific content. Try it out and unlock new possibilities! ???? ?? GitHub: https://lnkd.in/g5mGuQ7r #RAG #DeepSeek #LangChain #AI #LLM #MachineLearning #OpenSource #VirtualanAI #Virtualan #Docker