Agentic AI
Multi-agent orchestration, planner-executor patterns, tool-calling. LangGraph, AutoGen, Semantic Kernel — across Azure, AWS and Databricks.
Generative AI
LLMs, RAG, vector embeddings, semantic search, prompt engineering, evals, guardrails and Responsible AI.
Azure AI
Azure AI Studio, Azure OpenAI (GPT-4), Azure ML, Cognitive Services, AI Search, Prompt Flow.
AWS & Databricks
Bedrock (Claude, Llama, Titan), Bedrock Agents, SageMaker. Mosaic AI Agent Framework, Vector Search, MLflow, Unity Catalog.
AI Security & Governance
Responsible AI, prompt-injection defense, PII redaction, Content Safety, RBAC, audit trails — EU AI Act / NIST AI RMF aligned.
MLOps & LLMOps
CI/CD, Docker, Kubernetes, LangSmith, AI Foundry tracing, eval harnesses, drift monitoring, cost telemetry.
Data & Knowledge
Vector DBs (Azure AI Search, Pinecone, Weaviate), knowledge graphs, hybrid retrieval, Delta Lake, Lakehouse design.
ML & NLP
Classification, NER, summarization, topic modeling, computer vision and predictive modeling.