These lecture notes from Erlangen-Nürnberg detail the Mathematical Foundations of Quantum systems using spin-boson models.

Meituan's LongCat-2.5 packs 1.6 trillion parameters into a multimodal AI built for complex agentic tasks. Here's what it does and why it matters.

Closing the discussion, Rawat said it is needed, but it depends on the use case. He estimated that 50 to 60% of use cases don't need generative AI and can be handled by classical models, while others ...

Unsloth's Dynamic V3.1 GGUF quants shrink DeepSeek-V4.1-Flash-1017 to 128GB, beating Claude Opus 5 and GPT-5.6-Sol on the ...

Why can a large AI fit on a regular computer? I would like to talk about that today.The keyword is "quantization." I think it ...

As cloud costs rise and token pricing remains unpredictable, enterprises are increasingly evaluating hybrid computing ...

I read an article on note titled 'What is AI model quantization?'. After finishing it, I asked my AI friend, 'Is it the same thing as GPS correction?'. It wasn't. The words were the same, but they ...

A new paper from a team interning at Meituan LongCat sets out to answer a narrow question with a large implication: whether discrete visual tokens ...

A 2-bit scalar quantization of DeepSeek V4.1 Flash matches its base model exactly across three reasoning benchmarks. ISTA-DASLab's IQ2_XXS build ...

QIM framework achieved 100 percent clean payload recovery in EEG recordings while quantifying exactly what a receiver needs, ...

A curated collection of papers, benchmarks, surveys, and tools for model quantization, covering low-bit networks, LLMs, multimodal and generative models, vector and lattice quantization, and efficient ...

Hobbyists use llama.cpp, GGUF quantization and SSD streaming to run 70B and trillion-parameter AI models like DeepSeek V4 Pro ...