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Overview
Backend and platform engineer. I write about Go, Kubernetes, distributed systems, and testing — the messy, real-world side of building and running services.
News
AI Agents Should Propose Infrastructure, Not Mutate It
Why agents holding cloud credentials undo a decade of infrastructure-as-code - and a design that keeps agent speed while putting a policy-checked gate between intent and effect.
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Kubernetes Steering Wheel
Exploring Kubernetes HPA through control theory: dead time, windup, offset - and why HPA's math is smarter than it looks.
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Why You Probably Shouldn't Build This
The operational cost of maintaining message ordering in Kafka with distributed locks - and when simpler alternatives are the better choice.
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The Bugs You'll Find in Production
Implementation gaps in Kafka's ordered retry pattern: the per-key locking edge cases and production bugs the whiteboard diagrams don't show.
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When the Retry Topic Breaks Ordering
Retry topics keep throughput high but break ordering. Learn why Kafka retries fail for stateful systems and how to maintain message order.
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