software design patterns , Neural Networks, Python, Model monitoring, Architecture for complex distributed systems, LLMOps, Vector databases, Deep learning foundations, Multi-agent orchestration frameworks, Production agentic AI systems, RAG engineering, Retrieval quality tuning, Data security and governance controls, LLM behavior, Embeddings, Release governance, Experiment tracking, Transformers, Evaluation frameworks, MCP server-client integrations

Service Design, HR technology platforms, Employee Relations, HR shared services, process improvement, operating model improvement, case management systems, HRBP service delivery, knowledge bases, cross-functional workflow design, employee services, digital support tools, People operations

structured tool calling, enterprise AI products, Prompt and context engineering, Retrieval-Augmented Generation, programmatic advertising, multi-agent systems, Analytical Skills, advertising technology, metrics and evaluation frameworks, marketplaces, LLMs and reasoning models, Agent orchestration, Production Monitoring, MCP agent-to-agent communication, experimentation, tool use, Observability, Product Management, knowledge systems, agent interoperability standards, AI application architecture, AI evaluation