AI

In this lesson, we explore FAIRChem v2 and the potential of studying the universal UMA interatomic machine as an integrated framework for atomistic simulations in molecular chemistry, catalysis, and inorganic materials. We configure the environment, validate with Hugging Face to access the UMA model weights, and implement task-specific counters in the omol, oc20, and omat … Read more

Sakana AI released Fugu-Cyber ​​(model ID is fugu-cyber-v1.0), a special cybersecurity addition to its Fugu orchestration family. It’s not just a new frontier model. It is the last third place in the Fugu orchestrator, which is designed for safety considerations. Sakana introduced that orchestra about a month ago. Sakana reports … Read more

A small group of AI researchers (Reactor) released Open Dreamer, an open source implementation of the Dreamer 4 world model pipeline written in JAX and Flax NNX. What exactly was sent Two caches were released. next-state/open- dreamer manages the training pipeline: causal video token, action-conditioned latent dynamics model, output generation, and FVD goal. reactor-team/open-dreator runs … Read more

@tilelang.jit(out_idx=[-1]) def make_matmul(M: int, N: int, K: int, block_M: int = 128, block_N: int = 128, block_K: int = 32, num_stages: int = 3, threads: int = 128, use_swizzle: bool = False, dtype: str = “float16”, accum_dtype: str = “float”): @T.prim_func def main(A: T.Tensor((M, K), dtype), B: T.Tensor((K, N), dtype), C: T.Tensor((M, N), dtype)): with … Read more

On 21 July 2026, OpenAI revealed that its models had breached the production infrastructure of Hugging Face. The models weren’t attacking anything. They were sitting for the test. The version of this rapidly spreading story is almost right and wrong. Getting it right is important, because the wrong details are what developers need to think … Read more

In this tutorial, we build and test a OpenSpace workflow, progressing from environment setup and sparse repository cloning to live workflow, skill evolution, and MCP-based agent integration. We adjust model credentials and workspace variables, put the project in editable mode, invoke an asynchronous Python API, and explore how OpenSpace maintains dynamic SQLite versioning and row … Read more

Datalab released Marker 2a complete rewrite of its open source document conversion pipeline. Markup converts PDF, image, PPTX, DOCX, XLSX, HTML, and EPUB files to markdown, JSON, HTML, or snippets. The Datalab team has rebuilt almost three components that were posted months ago: Surya OCR 2a 20M-param fast structure modeland reconstruction pdf document that’s 3× … Read more

Datalab released Marker 2a complete rewrite of its open source document conversion pipeline. Markup converts PDF, image, PPTX, DOCX, XLSX, HTML, and EPUB files to markdown, JSON, HTML, or snippets. The Datalab team has rebuilt almost three components that were posted months ago: Surya OCR 2a 20M-param fast structure modeland reconstruction pdf document that’s 3× … Read more

Today, Anthropic released Claude Opus 5. It replaces Claude Opus 4.8 as the flagship of the Opus-tier. The price is fixed at $5 for one million input tokens and $25 for one million output tokens. The Anthropic team pitches the Opus 5 as approaching the brilliance of the Claude Fable 5 at half the price. … Read more

In this tutorial, we create a complete workflow for the operation Baidu’s Unlimited-OCR model in document images and multi-page PDFs. We configure the GPU environment, install the necessary dependencies, load the 3D parametric visualization language model with the default selection of bfloat16 or float16, and generate structured sample documents for testing. We then tested both … Read more