Thomas N

Local language models, quantization, and benchmarks that replicate

Written by Thomas N with AI editorial research and assistance.

How to Test Llama 3.1 8B Quantizations on an RTX 3060 12 GB

Compare Q4_K_M, Q5_K_M, and Q6_K responsibly with pinned GGUF files, repeated llama-bench runs, measured VRAM, and retained quality tests.

By Thomas N · Discursive Tech Published 2026-08-23 · Last Edited 2026-10-15

Close view of a GeForce RTX graphics card installed in a computer.

AI & Local Models

How to Benchmark Local LLMs on an RTX 4070 12GB

Build a reproducible RTX 4070 local-LLM benchmark with pinned models, separate prompt and generation tests, saved outputs, and honest quality scoring.

By Thomas N · Discursive Tech Published 2026-08-08 · Last Edited 2026-10-15