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.
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Local AI & hardware
Memory capacity, bandwidth and utilization determine whether local inference is freedom or overhead.
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The economics of local inference, RAM, memory bandwidth, self-hosting and the hardware behind AI.
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.
Why Is RAM So Expensive in 2026? The Shortage Is a Choice
RAM keeps getting pricier in 2026 because the memory giants profit more from scarcity than supply. Inside the most lucrative shortage in chip history.
China's AI Chip Companies in 2026: Replacing NVIDIA
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.
Cohere North Mini Code: What a Free Coding Model Costs
Cohere North Mini Code is free on the API and open-weight. Here is what it really costs per task once you self-host it on a single H100.
Local LLM Tokenomics: Self-Hosted Cost Per Token (2026)
What a self-hosted LLM token really costs in 2026: cost per token across owned hardware, why memory bandwidth sets speed, and where buying beats the API.