Most brokers that study from video have to know what motion produced every body. Induction Labs is arguing that this requirement is the bottleneck. Last week, they launched creativeness fashions, a basis mannequin structure that pretrains on uncooked video with no motion labels in any respect. Their take a look at system is Photon-1, a…
In this tutorial, we discover FAIRChem v2 and the UMA common machine-learning interatomic potential as a unified framework for atomistic simulation across molecular chemistry, catalysis, and inorganic supplies. We configure an atmosphere, authenticate with Hugging Face to entry the gated UMA mannequin weights, and initialize task-specific calculators for the omol, oc20, and omat domains. We…
Sakana AI has launched Fugu-Cyber (mannequin ID is fugu-cyber-v1.0), a cybersecurity-specialized addition to its Fugu orchestration household. It is not only a brand new frontier mannequin. It is a 3rd endpoint on the Fugu orchestrator, tuned for safety reasoning. Sakana launched that orchestrator a month earlier. Sakana stories successful charge of 86.9% on CyberFitness center…
A small group of AI researchers (Reactor) have launched Open Dreamer, an open implementation of the Dreamer 4 world-model pipeline written in JAX and Flax NNX. What really shipped Two repositories had been launched. next-state/open-dreamer holds the coaching pipeline: a causal video tokenizer, an action-conditioned latent dynamics mannequin, rollout era, and FVD scoring. reactor-team/open-dreamer holds…
In this tutorial, we discover TileLang as a high-level Python domain-specific language for designing and compiling performance-oriented GPU kernels by TVM. We start by validating the CUDA atmosphere and establishing reusable benchmarking and numerical-verification utilities, then progressively implement vector addition, tiled tensor-core matrix multiplication, schedule exploration, fused GEMM epilogues, row-wise softmax, and FlashAttention. Throughout the…
On July 21, 2026, OpenAI disclosed that its personal fashions breached Hugging Face’s manufacturing infrastructure. The fashions weren’t attacking a goal. They have been sitting an examination. The model of this story that unfold quickest is roughly proper and particularly unsuitable. The correction issues, as a result of the unsuitable element is the one engineers…
In this tutorial, we construct and study an OpenSpace workflow, progressing from setting setup and sparse repository cloning to reside activity execution, talent evolution, and MCP-based agent integration. We configure mannequin credentials and workspace variables, set up the undertaking in editable mode, invoke the asynchronous Python API, and examine how OpenSpace shops developed capabilities in…
Datalab has released Marker 2, a full rewrite of its open supply doc conversion pipeline. Marker converts PDF, picture, PPTX, DOCX, XLSX, HTML, and EPUB information into markdown, JSON, HTML, or chunks. The Datalab group rebuilt it round three parts shipped over the previous months: Surya OCR 2, a 20M-param quick structure mannequin, and a…
Datalab has released Marker 2, a full rewrite of its open supply doc conversion pipeline. Marker converts PDF, picture, PPTX, DOCX, XLSX, HTML, and EPUB recordsdata into markdown, JSON, HTML, or chunks. The Datalab crew rebuilt it round three elements shipped over the previous months: Surya OCR 2, a 20M-param quick structure mannequin, and a…
Today, Anthropic released Claude Opus 5. It replaces Claude Opus 4.8 as the Opus-tier flagship. Pricing is unchanged at $5 per million enter tokens and $25 per million output tokens. The Anthropic staff positions Opus 5 as approaching the intelligence of Claude Fable 5 at half the value. It is now the default mannequin on…