Hardware Lab · Builds

A parts list is not evidence.

A build becomes known-good only for a stated workload, configuration, test, date, and limit. The foundation does not turn an educational example into a tested recommendation.

Evidence: researched

Local AI Workstation Decision Framework

A requirements-led way to choose local AI hardware across workload, memory, power, thermals, noise, storage, networking, privacy, budget, and upgrade path.

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Evidence: researched

Local Versus Cloud Cost Inputs

A transparent input model for comparing local and cloud execution without inventing prices, collapsing privacy into dollars, or ignoring human and failure costs.

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Evidence: researched

What 16 GB of VRAM Can and Cannot Do

A workload-first framework for reasoning about a 16 GB graphics-memory ceiling without promising that a named current model or configuration will fit.

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