How to Read LLM Benchmarks Before You Pick a Local Model: A Buyer’s Guide to Leaderboards
How to read LLM benchmarks: what MMLU, GPQA, Arena votes and llama-bench measure, leaderboard traps, and a 20-prompt test you can run yourself.
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RAM vs VRAM for Local LLMs: How CPU Offload Works and What It Costs in Speed
RAM vs VRAM for local LLMs: why memory bandwidth sets speed, how CPU offload splits a model, worked speed ceilings for a 70B model, and when more RAM helps.
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12GB vs 16GB VRAM for Local LLMs: What Runs, and RTX 3060, 4060 Ti or 5060 Ti
12GB vs 16GB VRAM for local LLMs: which models fit, and how the RTX 3060 12GB, 4060 Ti 16GB and 5060 Ti 16GB compare on price and memory bandwidth.
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Best GPU for Local LLMs: A VRAM Tier Table (2026)
Find the best GPU for local LLM use: VRAM tiers from 8GB to 32GB, matching models, bandwidth, power draw and dated price ranges, plus buying pitfalls.
