Bachelor’s/Master’s in Computer Science, AI/ML, or related field. 3+ years of hands-on experience in LLMs, NLP, and AI-powered agents. Strong expertise in Python, Node.js, Firebase, REST/GraphQL APIs. Hands-on experience with Vertex AI, Google Cloud Functions, BigQuery, Pub/Sub, Cloud Storage. Proficiency with agent orchestration frameworks (LangChain, LlamaIndex, CrewAI, AutoGen, Haystack, or equivalent). Deep understanding of RAG, fine-tuning, prompt engineering, and tool use by agents. Experience building AI safety & monitoring systems (rate limiting, fallback, human-in-the-loop).