First time running local models

Reddit r/LocalLLaMA News

Summary

A user shares their experience running the ik_llama model locally, praising its speed despite having only 12GB of VRAM.

Sad that I only have 12gb of vram but this ik_llama is so fast
Original Article

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Local agent workspace on a 4GB laptop GPU (RTX 3050 Ti): the tok/s and where a small model struggles once it has to call tools, build artifacts, and RAG

Reddit r/LocalLLaMA

The author benchmarks local Qwen models of various sizes on a 4GB RTX 3050 Ti laptop GPU within the Bike4Mind workspace, finding the 2B model at Q4_K_M quantization is the sweet spot for fitting in VRAM, achieving 96 tok/s. Smaller models struggle with tool selection, artifact generation requiring multiple models, and RAG embeddings causing model swap overhead.