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LLM Quantization: 160GB Model on a Laptop

https://sudonull.com/llm-quantization-160gb-model-on-a-laptop

Learn how to quantize large LLMs to 4-bit without quality loss. Symmetric/asymmetric quantization, code, benchmarks. Run 80B models locally — developer guide.

NTAC: AI for typing neurons by connections

https://sudonull.com/ntac-ai-for-typing-neurons-by-connections

Breakdown of the NTAC algorithm — how graph neural networks classify neurons without morphology. For developers and neuroinformaticians. Runs on a laptop.

Oxide 1Hz Screens: 1–120 Hz for Laptops

https://sudonull.com/oxide-1hz-screens-1-120-hz-for-laptops

LG Display has launched LCD panels with adaptive frequency 1–120 Hz. Battery savings up to 48%, supplies to Dell XPS. Technology details for developers — read and implement in projects.

Dell Pro Supercapacitors: keyboards for 3 months

https://sudonull.com/dell-pro-supercapacitors-keyboards-for-3-months

Dell introduces supercapacitors in Pro 7 peripherals: 5 sec charge for a day. Modular laptops, Precision with Blackwell, AI monitors. Technical details for developers. Explore the updates.

AI in Intel Core Series 3 mainstream processors up to 40 TOPS

https://sudonull.com/ai-in-intel-core-series-3-mainstream-processors-up-to-40-tops

Intel introduced Core Series 3 processors with AI up to 40 TOPS for the mainstream segment. Learn how the democratization of AI chips will change the market for laptops, business, and peripheral devices.

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