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Local AI models and the hardware to run them

The most common question we get is some version of "is my machine enough?" These posts answer it with numbers instead of vibes: VRAM tiers mapped to real GPUs, model recommendations per tier, and benchmark results for the open models that matter for coding.

Local models stopped being a compromise sometime in 2025. The current open-weight generation clears 70% on SWE-bench Verified at sizes a 16 to 24 GB GPU can run. The posts here track that frontier as it moves, model by model.

For live data instead of prose: the local LLM guide ranks 40+ models by coding benchmark and VRAM tier, and the VRAM calculator sizes a model to your exact hardware.

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Bodega One Code is the local-first AI IDE these guides are written around. Free for everyone in the open beta, commercial use included. Download free →