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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