What I Cover
Hard Interference — independent AI guides, build journals, and hardware know-how.
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AI Guides
The facts. Step-by-step guides, model comparisons, and hard numbers for running independent AI.
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Build Journal
The story. Real builds, wow moments, and honest accounts of what worked and what didn't.
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Benchmarks
New model drops, I benchmark them for you. Real-world numbers, no marketing spin.
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OS Guides
Ubuntu installs, terminal survival, shortcuts, and operating system workflows that actually stick.
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Hardware Guides
Laptops, VRAM constraints, upgrades, and practical hardware choices for independent AI builds.
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Daily Beams
Rapid daily signal drops: what shifted today in models, tools, pricing, and hardware.
Latest Posts
Fresh from the workbench.