Designing systems that reason.
- RAG & retrieval engineering — Azure AI Search (hybrid · vector · semantic) · Qdrant · semantic caching (Redis)
- Azure OpenAI · Azure AI Foundry · Semantic Kernel · multi-agent orchestration · tool calling
- LLM evals — golden datasets · groundedness/citation checks · regression gates
- Guardrails — Azure AI Content Safety · prompt-injection defense · PII redaction · human-in-the-loop
- Phi-4-Medical · Claude & GPT models · GitHub Copilot custom agents · MCP tooling