graph databases , Sparql, Neo4j, Python, Git, embeddings, AWS Bedrock, relationship extraction, entity extraction, Cypher, chunking, Amazon Neptune, ontologies, metadata extraction, vector indexing, data-quality controls, Graph RAG, hybrid retrieval, retrieval evaluation, semantic technologies, groundedness testing, RAG, document parsing, Knowledge Graphs, error handling

containerization , Automated Testing, Rpa, AWS, Python, Uipath, Apis, Databases, Semantic Kernel, evaluation frameworks, multi-agent workflows, Azure AI Foundry, AI agents, Amazon Bedrock, CI CD, observability, AutoGen, LangChain, CrewAI, enterprise integrations, GitHub Copilot, LangGraph