Why Send This to the Cloud? Resume Screening Runs Locally on an RTX Spark

draginol · x · 2026-11-10

draginol shows an obviously-local AI use case: having a desktop agent (Locama on an NVIDIA RTX Spark, Gemma 4 4B) batch-read and score resume files to determine Michigan relevance. The screenshot shows 360K+ tokens read at 54% progress and 42% GPU utilization. His point: privacy-sensitive batch document work has no business going to the cloud when small local models handle it.

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