BEVFormer-Tiny runs its neural-network stages in one Chimera GPNPU kernel. Six camera inputs, 16.1 million cycles per frame ...

IntroductionContinuous offensive security testing (COST) is a model for running adversary-style tests whenever something material changes, such as a release, a new internet-facing asset, or a change ...

I leave my daily announcement posts to my PC. I only use X's official API and Python's standard features. No additional ...

Hello, this is Kamimoto!A new method called "Veda" that speeds up MiniMax H3 generation is now available as a ComfyUI custom node! That said, in my environment, the fastest I can currently generate is ...

A practical 2026 AI roadmap covers programming, data, machine learning, deep learning, LLMs, RAG, agents, evaluation, deployment, and portfolio projects for real ...

In this tutorial, we implement an end-to-end MiniMax-H3 video generation workflow using ComfyUI as a headless inference backend. We configure the environment around GPU memory, disk capacity, model ...

Yes, and the quantized checkpoint is why. Per the model card, the BF16 checkpoint needs at least 600 GB of aggregated VRAM. That is met by 4x NVIDIA B300 or 8x NVIDIA H200. The NVFP4 checkpoint drops ...

Researchers have built a pull request that steals a repository's secrets by hiding the malicious instruction inside a PNG that AI code reviewers never open. The reviewer waves the change through.

Back in May the FFmpeg project introduced Vulkan-accelerated decoding for the APV video format. The Advanced Professional Video (APV) codec was being handled using Vulkan shaders in a similar way to ...

A University of Kentucky project using artificial intelligence to help decode an ancient Roman mystery has led to a major discovery, researchers announced Thursday. In 79 A.D., the eruption of Mount ...

Posts from this author will be added to your daily email digest and your homepage feed. is editor-in-chief of The Verge, host of the Decoder podcast, and co-host of The Vergecast. Today, I’m talking ...