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Microsoft's AI Push Is Real, But I'm Not Betting My Stack on It Yet
AI & Machine Learning • 4 min read

Microsoft's AI Push Is Real, But I'm Not Betting My Stack on It Yet

Last month, I spent two days migrating a client's infrastructure off a single cloud provider because we hit an unexpected scaling limit during peak traffic. The irony? We'd chosen that provider partly because their AI tooling looked promising. Now I'm watching Microsoft tout mult...

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AWS Kubernetes
Why I'm Suddenly Worried About the LLMs I'm Shipping to Clients
AI & Machine Learning • 4 min read

Why I'm Suddenly Worried About the LLMs I'm Shipping to Clients

I was building a code review assistant last month when something unsettling happened. Claude gave me a perfect explanation of why you shouldn't mutate state in React hooks. Then I pushed back, confidently, casually, with "actually, I'm pretty sure React handles that automatically n...

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Claude LLM
I Was Wrong About Kubernetes Swap, And It Actually Matters Now
DevOps & Cloud • 4 min read

I Was Wrong About Kubernetes Swap, And It Actually Matters Now

I spent the last three years telling anyone who'd listen that swap in Kubernetes was a terrible idea. "Just buy more RAM," I'd say confidently, usually while configuring another overprovisioned node pool. Then I got a project involving AI agent workloads, and suddenly my certaint...

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Python Kubernetes

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