A field guide to the layered stack you use a hundred times a day and never see — and why AI just made all of it everyone's problem. TL;DR Everything you do online rides a tall stack — from utility power and chilled water at the very bottom, up through servers, fiber, and software, to … Continued
Server Rack // Blog
Technical deep-dives, debugging stories, and infrastructure chronicles
The Ephemeral Orchestrator: Why My AI Infrastructure Sleeps When I Do
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Homelab
infrastructure
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7 min read
Why my AI orchestrator lives on a laptop, dies when I close the lid, and why that physical constraint is a better safety model than software guardrails.
TL;DR Elon Musk says work will be "optional" in 10-20 years. I think he's half right: work won't disappear—it will transform into managing AI workforces instead of doing tasks yourself. The "couchpreneur" is someone running real businesses from a laptop by hiring, training, and directing teams of AI agents—not by grinding 18 hours a day. … Continued
The Context Paradox: Why Less is More for AI Agent Performance
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Developer Productivity
Optimization
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6 min read
How strategic context restriction dramatically improves AI agent effectiveness. Discover why giving AI agents MORE context often makes them perform WORSE, and how to fix it.
Real-time Monitoring for AdGuard Home Sync: A Production Enhancement
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Homelab
Projects
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5 min read
How I enhanced an open-source DNS sync tool with real-time monitoring and deployed to production in a single day. Go backend, JavaScript frontend, zero new dependencies.