• ScrumAI — a multi-agent, MCP-based platform that automates JIRA → Code → CI/CD → Review
• Deep expertise in LLMs, RAG, Multi-Agent Systems (MCP), and MLOps for production environments
• Advanced agent evaluation, LLM fine-tuning, and cognitive architectures
• Collaborating on Generative AI, Agentic AI, and applied ML projects
• I've deployed systems serving 10,000+ concurrent users at 99.5% uptime — reliability is my love language

LLMs — GPT-4, GPT-4o, Claude, Mistral, Ollama RAG — Hybrid Retrieval, HyDE, Cross-Encoder Reranking Agentic — MCP, Multi-Agent Systems, LangChain, LlamaIndex, CrewAI, AutoGen XGBoost, CatBoost, Random Forest, Ensemble Methods PyTorch, TensorFlow, CNNs, Transformers, Transfer Learning

AWS (SageMaker, ECS Fargate, Lambda, Bedrock) Azure (AKS, Azure ML, DevOps), GCP (Vertex AI) MLflow, Databricks, Docker, Kubernetes, CI/CD Spark, Kafka, Hive, ETL Pipelines Pinecone, ChromaDB, FAISS, Neo4j FastAPI, PostgreSQL, MongoDB, Prometheus/Grafana

🤖 ScrumAI — JIRA-to-Production Automation AI-powered DevOps platform with a deterministic 9-state workflow engine and 5 specialised MCP agents automating JIRA → Code → CI/CD → Review. Python FastAPI MCP GPT-4o-mini Jenkins MLflow	🧠 Megatron — Production RAG Chatbot Large-scale educational RAG platform over 30GB+ academic content with automated video/book ingestion and semantic retrieval. LangChain LlamaIndex GPT-4 Pinecone Whisper
🎯 AI-Powered Talent Matching Engine Hybrid resume–JD matching using SentenceTransformer bi-encoders, cross-encoder reranking, and HyDE query expansion. SentenceTransformers BM25 Cross-Encoder FastAPI	🎓 Personalized Learning — MCP Multi-Agent Adaptive learning platform with Assessment, Concept Mapping, and Recommendation agents, deployed on ECS Fargate. MCP GPT-4 AWS ECS Fargate Prometheus