Why Local LLMs Got Good in 2026: Capability & Cost
Open-weights LLMs crossed from toy to useful in 2026. What actually changed, and the cost math for when running a model yourself beats paying an API.
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Local AI & hardware
Memory capacity, bandwidth and utilization determine whether local inference is freedom or overhead.
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What Is CXMT? China's DRAM Manufacturer Explained
CXMT is the largest DRAM maker in China, now the number four global supplier, closing in on Micron on capacity while its HBM chips stay years behind.
Best Open-Weight AI Models in 2026
The best open-weight AI models in 2026, ranked by use case: coding, long context, multimodal, on-device, and the real cost per finished task.
How to Save Money on RAM in 2026: 7 Strategies
RAM prices roughly tripled in 2026. Here are 7 ways to save money buying memory: right-size capacity, buy used, find bundle deals, time the market, and more.
OpenAI Hardware: The Economics of Its AI Speaker
OpenAI is spending nearly 6.5 billion dollars to build a screenless AI smart speaker. The business logic, the running costs, and the Apple lawsuit risk.
Is the 2026 Memory Cycle Peaking? Signals to Watch
Consumer DDR5 has gone flat while contract and HBM prices keep climbing. Here are the signals that show whether the 2026 memory cycle is peaking.
Memory Shortage 2026: Causes and When It Ends
The 2026 memory shortage explained: why AI and HBM demand starved consumer DRAM, how high prices have climbed, and when the RAM shortage is likely to end.
When Will RAM Prices Drop? 2026 Forecast
RAM prices roughly tripled in 2026 as AI memory demand starved consumer DRAM. Here is where the trend is heading and whether to buy now or wait.
Apple Just Raised Prices. What It Means for Local AI
Apple raised Mac and iPad prices on June 25 2026 as the memory shortage bit. Here is what the unified-memory tax means for running local AI.
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.