[Deep Dive] How many times does one line of PyTorch access GPU memory? ~Counting kernels to understand slowness~

I recently read an article by Adam Mainz (@MainzOnX) titled "What even is a kernel?". It is an introductory article that ...

Manipulating the Hardness of Thought: Learning from the 'Variable Lead Angle' of Worm Gears, the Mathematics of LLM Plasticity and Irreversible Commitment

The 'Too Hard Past' and 'Too Soft Future' of LLMsIn modern Large Language Models (LLMs) and AI architectures that emphasize ...
Macworld on MSN

Surface Ultra is Microsoft’s best effort to catch up to Apple

Macworld On Wednesday, Microsoft introduced the Surface Laptop Ultra, the first laptop to ship with Nvidia’s new RTX Spark ...
quantumzeitgeist

NVIDIA Dynamo-Triton speeds up generative recommenders with PyTorch

NVIDIA Dynamo-Triton supports an end-to-end Hierarchical Sequential Transduction Unit (HSTU) GR inference workflow.
xenospectrum

Windows ML Adds Experimental GGUF Support via llama.cpp, but Not for NPUs

Microsoft's experimental Windows ML update adds a path for running GGUF models. Official documentation and packages show no NPU support, limited generation controls, different distribution ...
Techgenyz

Windows ML: 2026 Updates for GGUF Models and Local AI

Windows ML adds experimental llama.cpp support for GGUF models, a local OpenAI-compatible API, ONNX text generation and new ...
HackerNoon

GPU Kernels Explained: The Hidden Reason Your AI Model Runs Slowly

A GPU kernel is the code that runs on the GPU when you call an operation like torch.matmul, as thousands of copies at once.
BIOENGINEER

Open-Source AI Chatbot Brings Verifiable Answers to Greek Newsrooms

Greek researchers have built a fully open-source retrieval-augmented chatbot that answers journalists' questions using 73,000 ...
letsdatascience

NeuPerm Sanitizes Neural Models Through Unit Reordering

NeuPerm provides a zero-retraining model sanitization method that reorders permutation-equivalent neural network units to ...

AI Costs Too Much. The Reckoning Is Here.

A new breed of startups is emerging to help businesses use AI smarter and cheaper, shifting towards open Chinese models and ...
Tech Times on MSN

Nvidia holds 90 percent of GPU market; Japan's Samsung distributor chose rival Rebellions NPU

Rebellions NPU chips enter Japan's enterprise AI market through Tomen Devices, the Samsung-heritage distributor controlling major Japanese semiconductor procurement, as Japan seeks lower-cost ...