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✅ Must‑Have Skills

- Python (Advanced), FASTAPI
- Generative AI & Agentic AI (LLMs, AI Agents, orchestration frameworks)
- AWS (ECS/EKS, Lambda, S3, DynamoDB, SageMaker)
- Distributed systems, microservices, API architecture
- DevOps/MLOps fundamentals (CI/CD, monitoring)
- System design, scalability, security, cloud architecture

✨ Good‑to‑Have Skills

- Docker, Kubernetes
- Event‑driven architecture
- MLflow, Kubeflow, Vertex AI
- Data governance, privacy, and compliance in AI systems
- LangChain, LlamaIndex, or other AI frameworks