Model Context Protocol (MCP), Microservices, Docker, Python, Kubernetes, vector search, Airflow, tool calling, multi-agent architectures, GitLab CI/CD, autonomous AI agents, semantic retrieval, operational controls, KDB+, LLMs, ClickHouse, cloud-native applications, knowledge management architectures, StarRocks, security governance, context engineering, prompt engineering, DuckDB, q, RAG agent frameworks, indexing strategies