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. I left school at 18 with no degree, became a Senior DevOps Engineer at 20 and a Lead at 21, and I'm one of around 33 Kubestronauts in the UK. I now teach engineers how to run AI in production. Everything here comes from what AI teams actually ask for in interviews and job specs.

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