Generative AI Career Roadmap

Generative AI is the fastest growing sector in tech. This comprehensive roadmap guides you from foundational prompt engineering through full-stack autonomous AI systems development.

Phase 1: Foundations of LLMs & Structured Output

Understand tokenization, context windows, temperature, and JSON schema constrained decoding with OpenAI, Claude, and Gemini APIs.

Phase 2: Enterprise RAG Architecture

Build knowledge-retrieval systems using LangChain, LlamaIndex, Pinecone, and ChromaDB. Master semantic chunking, metadata filtering, and citation attribution.

Phase 3: Agentic Workflows & Multi-Agent Swarms

Develop stateful agents that execute code, query SQL databases, browse the web, and collaborate to solve multi-step business objectives.

Phase 4: Serving, Guardrails & Production Deployment

Implement safety filters against prompt injection, cache embeddings with Redis for low latency, and deploy scalable microservices with Docker.