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Overview
Developer Marketing Engineer. Writing about databases, smart homes, developer tools, and the things I build.
News
I Finally Stopped Managing My Homelab by Hand (Everything Just Kept Breaking)
How I migrated 62 Proxmox containers to OpenTofu with a self-hosted MinIO state backend - the audit, the wave migration, the stack, and whether immutable infrastructure is actually worth it.
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What I Learned Running DevRel in 2026
Lessons from running DevRel in 2026: why data gets you buy-in, why LLMs are a third distribution surface, and what I actually do in the first 90 days.
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Two GPUs, Two Nodes, Seven Services: GPU Workload Distribution on Proxmox
How I distribute GPU workloads across two Proxmox nodes using LXC device binding - VRAM strategy, LXC passthrough config, and Tdarr distributed encoding.
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I Built a Fully Local Voice Assistant for Home Assistant (With GPU, No Cloud Required)
How I built a GPU-accelerated local voice pipeline for Home Assistant using faster-whisper, Piper TTS, and Ollama - zero cloud required, and the failures that got me here.
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How I Reversed a Traffic Death Spiral (And the Weekly Ritual That's Doing It)
Our traffic was declining. Impressions down, clicks down. I'm a Developer Advocate who somehow also owns our web presence - and diagnosing it revealed two completely different problems that needed two different fixes. Real numbers, the weekly audit workfl
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