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docker·Oct 27, 2014

Ship it with Docker tips

Local containers only help when they can see the files developers are actually editing.

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Mohamed Meabed

Startup CTO · hands-on AI engineer

I write about AI systems, delivery loops, defensive programming, and the team habits that keep real products useful.

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Notes on systems that have to work.

Field lessons, AI workflows, and delivery loops for code that just works. No filler.

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agent ai ansible architecture aws backend ci-cd command config defensive-programming dependency-management devops docker evals everything-as-code expo gcp graphql hono http idempotency kubernetes llm local-tooling local-tools loop magento mongodb mysql nginx nodejs php prompt rag react-native reliability skill ssl system-design terraform testing typescript workflow

Engineering notes from systems that had to work: AI in production, defensive programming, small tools, hands-on engineering leadership, and the operating habits that help teams ship with clarity.

hands-on leadership · defensive programming · reliable delivery

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