How Much RAM Do You Need to Run a Local LLM?
How much RAM you need to run a local LLM in 2026: what models 8GB to 512GB can run, the per-billion-parameter math, and the device for each tier.
Chronological archive · page 7 of 10
Independent analysis of the systems, prices and markets behind artificial intelligence.
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How much RAM you need to run a local LLM in 2026: what models 8GB to 512GB can run, the per-billion-parameter math, and the device for each tier.
AI usage tracks national income, but the standouts break the rule. The economics of why Israel and Singapore use AI far more than their wealth predicts.
Benchmark contamination is when test answers leak into training data and inflate AI scores. How it happens, how much it distorts results, and how to spot it.
The Bank of Korea surveyed 5,512 workers: AI saves 1.5 hours a week, but the correlation with actual output is near zero. Why time saved is not productivity.
A leaked gpt-5.6-preview route lit up r/OpenAI, then GPT-5.6 launched June 26 as Sol, Terra and Luna in a government-gated preview. The signal vs the hype.
Prediction markets favor France while the Opta model favors Spain. We test which forecasts the 2026 World Cup better and how accurate each really is.
RAM keeps getting pricier in 2026 because the memory giants profit more from scarcity than supply. Inside the most lucrative shortage in chip history.
AI benchmark scores get gamed by contamination, saturation, and cheating. The 2026 receipts, a trust scorecard, and how to read past any leaderboard.
Seven Chinese firms now ship AI accelerators, the best near NVIDIA H100 class. A fact-checked 2026 map of who makes China's GPUs and what is real.