Information Retrieval, Testing, Git, Docker, Kubernetes, LangChain, Crew.ai, embedding models, vector databases, Anthropic, knowledge retrieval systems, prompt engineering, safety considerations, Autogen, development frameworks, Advanced Python programming, LLM optimization techniques, NLP techniques, async programming, RAG pipelines, OpenAI, semantic search, agent alignment

Git, Docker, Python, LangChain, LangGraph, AWS Bedrock

Python, Testing, Agentic AI systems, LangGraph or equivalent agentic orchestration frameworks, observability, tracing, CI/CD, Claude Anthropic API and Claude Code, MCP-based interoperability patterns and tool-calling agent design, and debugging for LLM-based systems, Multi-agent orchestration and agent collaboration patterns

AWS, Java, Python, Azure, Google Cloud, LangChain, GoogleADK, Go, Langraph

Docker, Python, Pytest, Oop, Git, Modules, AWS Bedrock, unittest, Fixtures, LangGraph, access controls, LangChain, DevOps Basics, async, CI pipelines, basic understanding of guardrails, Typing, few-shot RAG types and approaches, basic evaluation awareness

Django, Flask, FastAPI, Python, Gen AI, LangGraph, Langchain, LLMs