linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving linux docker kubernetes terraform ci/cd python sql prometheus grafana helm argocd aws azure gcp mlflow kubeflow feast airflow ray vllm triton kserve bentoml onnx tensorrt evidently drift registry rag embeddings pgvector qdrant langgraph langfuse evals guardrails mcp agents lora gpu cuda slurm spark kafka dbt iceberg fastapi pydantic pytorch sklearn canary reranking quantization kv-cache batching karpenter tracing gateway retraining fine-tuning delta snowflake databricks bedrock vertex sagemaker litellm ollama tokens context inference serving

The AI Move · UK · UAE · US

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I'm Hamid.

18Finished school. No degree.
193 DevOps Engineer offers.
20Senior DevOps Engineer and Kubestronaut, one of around 33 in the UK with all five Kubernetes certifications.
21Lead AI Platform Engineer, LLMOps and Agentic AI.
223 AI Engineer offers from 3 AI startups in Dubai

Now I teach engineers how to run AI in production, so they can future-proof their careers and land $100k to $200k+ AI and MLOps roles. Everything on this site comes from what real AI teams ask for in interviews and job specs.

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It's too late, everyone is doing AI.

Everyone is talking about AI. Very few engineers can show they have run it in production, and that is the gap employers are hiring for.

I'm not a maths or ML person.

Most of these roles are engineering roles. Teams need people who can deploy, scale and monitor models, not invent new ones.

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