Muse Glimmer 30B Targets 24GB—Dynamic Q4 Targets 32GB
Muse Glimmer 30B's 16.8GB Q4_K_M build targets 24GB hardware, while its 19.7GB dynamic Q4_K_XL build targets 32GB. Vision and DFlash add separate memory.
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Local AI and hardware news, with practical context for what to run and what to buy.
llama.cpp adds DeepSeek V4.1 Flash support, but a recommended 2-bit download still fills 249GB
DeepSeek-V4.1-Flash-1017 can now run in mainstream llama.cpp.[1][2] Build b11870 landed on October 25 with a new `deepseek41` architecture, conversion code, compressed-KV handling, vision support […]
Some AI racks are waiting for power. The $200 billion idle-GPU claim isn’t documented
JayzTwoCents’ latest video floats a startling range for the “dark GPU” problem: perhaps $200 billion to $300 billion or more of enterprise AI hardware […]
Flint’s 23GB weights put a local coding agent on 48GB Macs and GPUs
Flint's quantized coding model occupies about 23GB. See why 24GB hardware is tight, what 48GB buys, and which performance claims are measured.
Amazon has billions in Nvidia racks waiting for power. That isn’t proof of channel stuffing
Amazon and Microsoft have AI hardware waiting for power. Here is what the evidence supports—and what it does not prove about Nvidia demand.
Qwen 4 may be close, and that makes local AI hardware a better bet
Separate Qwen 4 speculation from confirmed sources, then plan hardware around model size, context, software support and measured performance.
Ryzen AI Halo 192GB for Local AI: Capacity vs Speed
AMD’s Ryzen AI Halo platform offers 192GB of unified memory. See what its specifications and one disclosed vendor measurement establish—and what still requires testing.
Olares One could make home AI feel less like a science project
Olares One pairs a 24GB RTX 5090 Laptop GPU with one-click AI apps. Its $4,999 price puts a premium on convenience, not desktop-GPU performance.
Character.AI filed for Chapter 11. Here’s what it means if you run AI at home
Character.AI’s Chapter 11 filing raises questions about cloud AI economics and continuity. Here is what the article means for people considering AI at home.
RTX Spark: what $2,599 of local AI actually gets you
RTX Spark offers up to 128GB of unified memory on Windows. See what NVIDIA’s specifications establish, what remains unmeasured and how to test an exact system.