ram

A user compares running quantized Qwen3 Next 80B and Qwen3.5 122B on a 64GB RAM system, noting the trade-offs in speed, quality, and memory usage for local LLM inference.

A user speculates when local AI models on 16GB RAM machines will match GPT-5.6 Sol and Fable 5, guessing about 18 months.

An article explaining why FreeBSD appears to use a lot of RAM, attributing it to disk caching and virtual memory management, similar to Linux's 'ate my RAM' phenomenon.

Bathaee Dunne LLP is pursuing an antitrust lawsuit against Samsung, SK Hynix, and Micron for allegedly fixing RAM prices, and the post asks how to help the law firm win the case.

Apple is seeking permission from the Trump administration to buy RAM chips from CXMT, a Chinese supplier blacklisted over ties to the People's Liberation Army, to alleviate rising memory costs that have driven Apple to raise product prices.

Microsoft has introduced more affordable 12-inch Surface Pro and 13-inch Surface Laptop models with 8GB of RAM instead of 16GB, starting at $849 and $949 respectively, but without support for Copilot Plus AI features.

A user shares their experience offloading the KV cache to RAM in llama.cpp, achieving comparable speeds while freeing VRAM for larger models and context windows, suggesting this trade-off is often worthwhile.

Discusses the trade-off between dense and Mixture-of-Experts (MoE) models for local AI, noting that high-RAM users have limited MoE options beyond Qwen 3.5 122B, and questioning if large GPU is the only viable path.

Explains the historical reason why 32-bit Windows client editions artificially limit RAM to 4 GB: driver compatibility issues with Physical Address Extensions (PAE) and Data Execution Prevention (DEP), as opposed to any nefarious motive.