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Interactive Tools

Some concepts and problems are best understood visually. These interactive tools come from jobs I've done, issues I've encountered, and concepts I've found important to understand.

Interactive

PC Crash & Slowdown Diagnostic

Interactive tool · ~3 min

Stuttering, crashing, or slowing down? Answer a few questions about your symptoms and it walks you to the most likely cause — storage, memory, heat, drivers — before you replace any hardware.

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Interactive

GPU Power States: Idle, Wake & the Crash Window

Interactive demo · ~2 min

Drop a graphics card through its power states to deep idle, toggle an app holding VRAM, then hit Wake — and watch the nvlddmkm.sys crash happen in real time, BSOD and all.

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Interactive

The Idle/Wake Race — Step by Step

Interactive demo · ~2 min

Walk the exact five-step sequence behind a GPU crash that only strikes at idle — then flip the processing mode from CUDA to OpenCL and watch the same steps end clean.

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Interactive

Will It Run? — Local AI on Your PC

Interactive demo · ~1 min

Pick your RAM and graphics card — or your Mac's unified memory — and see instantly which local AI models run smoothly, which are usable but slow, and which won't fit. No cloud, no subscription.

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Interactive

The Hardware Behind the Tokens

Interactive primer · ~10 min

A hands-on primer on the hardware behind local AI — TOPS, quantization, CPU vs GPU, VRAM & bandwidth, the KV cache, and a will-it-run rig calculator. Nine sections, seven widgets.

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Why these exist

Built from a lifetime in tech

These tools come from a lifetime in tech — my master's program, real jobs, and problems I've actually had to solve. They often accompany the full articles over in the Notes.