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lovkumar120169/README.md

👋 Hi, I'm Lov Kumar

AI Engineer | Generative AI | Agentic RAG | AWS | Full-Stack Development

Profile Views

👨‍💻 About Me

I'm Lov Kumar, an AI Engineer with 2 years of software engineering experience, focused on building scalable AI applications, enterprise solutions, automation, and production-ready systems.

  • 🤖 Building Generative AI, LLM, Agentic AI & RAG applications
  • 🧠 Working with Machine Learning, Deep Learning, NLP & Computer Vision
  • 🔎 Exploring Agentic + Corrective RAG, LLM evaluation & LLMOps
  • ☁️ Building and deploying AI applications on AWS
  • 💻 Full-Stack development with Python, React.js, Node.js, Express.js & SQL
  • 🔗 Experienced with REST APIs, Webhooks, CI/CD & API deployment
  • 🏢 Enterprise development using Zoho One, Zoho CRM, Zoho Creator, Deluge & automation
  • 💳 Integrated multiple payment solutions
  • 👥 Led and mentored a team of 6 developers
  • 🏫 Developed a fully functional School Management System

🛠️ Technical Skills

💻 Languages & Development

PythonJavaScriptSQLHTMLCSSDelugeReact.jsNode.jsExpress.jsREST APIs

🤖 Artificial Intelligence & Machine Learning

Machine LearningDeep LearningEDAFeature EngineeringGenerative AILLMsNLPComputer VisionRAGPyTorchTensorFlowScikit-learnHugging FaceLangChainLangGraphMLflow

☁️ Cloud, MLOps & LLMOps

AWS ECRAWS ECSAWS EC2AWS LambdaAmazon BedrockAmazon S3AWS IAMDockerCI/CDModel DeploymentLLMOps

🗄️ Databases & Data

MySQLMongoDBFAISSChromaDBPineconePandasNumPy

🔧 Development Tools

GitGitHubPostman


🚀 Featured Projects

🤖 Lumora AI — Agentic RAG & AI Research Assistant

Python · Streamlit · LangChain · Google Gemini · ChromaDB · RAG · SerpAPI

  • Built Agentic + Corrective RAG with intelligent routing, hybrid retrieval, web search, external tools, MMR, reranking, confidence scoring, and citations.
  • Implemented Gemini streaming, conversation-aware tool calling, contextual follow-ups, and a Streamlit UI with knowledge-base management, Router Inspector, diagnostics, and AI chat.
  • Integrated SerpAPI, OpenWeatherMap & Alpha Vantage with prompt-injection protection, file validation, and session-level rate limiting.

🔗 GitHub Repository


☁️ Enterprise AI Agent — AWS Deployment

Python · Streamlit · Amazon Bedrock · RAG · ECS Fargate · Docker · GitHub Actions

  • Built an Agentic AI system with tool calling, forced RAG, Amazon Bedrock Knowledge Base, Nova Lite, and input/output Guardrails.
  • Deployed a containerized application using AWS ECS Fargate, ECR, IAM, Secrets Manager, CloudWatch, health checks, and cross-region Bedrock architecture.
  • Implemented GitHub Actions CI/CD with OIDC, automated testing/security checks, Docker builds, ECR publishing, and automated ECS deployments.

🔗 GitHub Repository


🏫 School Management System

  • Developed a fully functional School Management System with end-to-end application workflows and business functionality.
  • Built as part of enterprise application development and business automation experience.

💼 Professional Experience

Full Stack & Zoho Developer | Team Lead

Bhavatah Soft Tech LLP

  • Developed scalable enterprise applications and automation using Zoho One, React.js, Node.js, Express.js, MongoDB & REST APIs.
  • Developed a fully functional School Management System.
  • Integrated secure payment workflows using Plaid, Dwolla & Zoho CRM.
  • Built custom APIs, webhooks, workflows & Deluge functions to streamline business processes.
  • Integrated AI-powered, prompt-driven solutions based on business requirements.
  • Collaborated cross-functionally and led/mentored a team of 6 developers.

🏢 Enterprise & Zoho Development

Zoho Ecosystem

Zoho OneZoho CRMZoho CreatorZoho CatalystDeluge

Enterprise Development

Workflow AutomationCustom FunctionsBlueprint AutomationREST APIsWebhooksThird-Party IntegrationsPayment Gateway IntegrationsPlaidDwolla


☁️ AWS & Deployment

Experienced in designing and deploying production-ready applications using:

Amazon ECS FargateAmazon ECREC2LambdaAmazon BedrockS3IAMSecrets ManagerCloudWatchDockerGitHub ActionsOIDCCI/CD


🧠 AI Engineering Focus

My current focus is building reliable and production-ready AI systems using:

  • Agentic AI & Multi-step Agents
  • Agentic + Corrective RAG
  • LLM Applications
  • RAG Evaluation & Optimization
  • Hybrid Retrieval
  • Multi-query Retrieval
  • MMR & Reranking
  • Confidence Scoring
  • Tool Calling
  • Prompt Engineering
  • AI Guardrails
  • LLMOps & Model Deployment
  • AI Application Observability

📚 Education

🎓 Bachelor of Computer Applications (BCA) Bokaro Steel City College | 2019 – 2022

🎓 Certification Program in Artificial Intelligence & Machine Learning IIT Patna | July 2025 – Present


🏆 Certifications & Recognition

  • 🎓 Artificial Intelligence & Machine Learning — IIT Patna
  • 💻 Full Stack Web Development — MERN Stack
  • 🏆 Outstanding Performance Award — Bhavatah Soft Tech LLP
  • 👥 Team Lead & Mentor — 6 Developers

📊 GitHub Stats




📈 Currently Learning

Advanced Agentic AIRAG EvaluationLLM EvaluationAI GuardrailsLLMOpsMLOpsAWS AI/ML Architecture


💡 Building AI systems that solve real-world problems.


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