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Most agents that learn from video need to know what action produced each frame. Induction Labs is arguing that this requirement is the bottleneck. Last week, they released imagination models, a foundation model architecture that pretrains on raw video with no action labels at all. Their test system is Photon-1, a sparse 106B-A5B mixture-of-experts (MoE) […]
In this tutorial, we explore FAIRChem v2 and the UMA universal machine-learning interatomic potential as a unified framework for atomistic simulation across molecular chemistry, catalysis, and inorganic materials. We configure an environment, authenticate with Hugging Face to access the gated UMA model weights, and initialize task-specific calculators for the omol, oc20, and omat domains. We
Sakana AI has released Fugu-Cyber (model ID is fugu-cyber-v1.0), a cybersecurity-specialized addition to its Fugu orchestration family. It is not just a new frontier model. It is a third endpoint on the Fugu orchestrator, tuned for security reasoning. Sakana launched that orchestrator a month earlier. Sakana reports a success rate of 86.9% on CyberGym and
More than 3,600 people sign petition for careful assessment of proposed AI hub, now a flashpoint for national debate on datacentre boomGet our breaking news email, free app or daily news podcastFor some residents it started with a letter in the mailbox. It was a “friendly introduction from the team behind the Victorian AI hub”.“I
A small group of AI researchers (Reactor) have released Open Dreamer, an open implementation of the Dreamer 4 world-model pipeline written in JAX and Flax NNX. What actually shipped Two repositories were released. next-state/open-dreamer holds the training pipeline: a causal video tokenizer, an action-conditioned latent dynamics model, rollout generation, and FVD scoring. reactor-team/open-dreamer holds a
In this tutorial, we explore TileLang as a high-level Python domain-specific language for designing and compiling performance-oriented GPU kernels through TVM. We begin by validating the CUDA environment 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
Artificial intelligence may not deliver on its promise of vast economic opportunity at a price that humanity is willing to payIn March, Anthropic, the cutting-edge artificial intelligence business that gave us the chatbot Claude, published an analysis on the impact of AI on employment, to help us assess the claim that intelligent robots were about
The AI jobs apocalypse probably isn’t coming anytime soon Read More »
An underground network of privacy activists is disabling or destroying the ubiquitous surveillance devices sprouting up across the USThe first time that “NoMark” tried to knock out a Flock camera feed, he waited an hour for the perfect moment – pacing in and out of bushes that towered over him, a few feet behind a
Inside the growing vigilante movement to knock out Flock surveillance cameras Read More »
From Mo Farah to Bus Aunty, new prime minister makes good on promise to ‘do things differently’ when it comes to communicationThey say a week is a long time in politics, but handily for followers of Andy Burnham on social media, you can get daily updates of what the new PM has been up to
The UK’s first TikTok PM? Andy Burnham channels Zohran Mamdani as he hits social media Read More »
Avtar spent decades wondering what happened to the mother he never got to know. Thousands of miles away, Nicci was haunted by the story of a half-brother given away before she was born. How did a chatbot bring them together?As a small boy growing up in Amritsar, India, in the 1960s, Avtar Singh used to
