Dots vs Muse vs Grok Bot vs Claude Cowork for a small business
Always-on AI agents for a 3-person team cost $0 to $375 a month. Dots, Muse, Grok Bot and Claude Cowork compared on price, regions and approvals.
Construct Computer Blog16 min read
Apache Beam
65 stories
TAI #226: The AI Model Race Needs Better Tests
Also, Meta’s Muse Wonder, Claude Haiku 5.5, OpenAI’s Ultrafast tier, Mistral Large 4, Reflection Beam, and new rivals to Jev.
Towards AI17 min read
Physicists discover “astonishing” property of light that defies expectations
Scientists have uncovered a surprising hidden ability of light that allows it to develop spinning, twisting behavior as it travels through empty space, without special lenses, mirrors, or materials.
Science Daily - AI7 min read
Import AI 476: Creativity and RSI; worse-than-China open weight models; AI goes to space
Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe.
Import AI (Jack Clark)14 min readBeyond Semantic IDs: Finite-Beam Reachability and Continuous-Query Generation in Generative Recommendation
Generative recommendation (GR) of social media platforms commonly retrieves items by autoregressively decoding discrete Semantic IDs (SIDs) with finite-width beam search.
arXiv - cs.AI2 min readGemini 4 Carbon 🧠, Nvidia weighs Reflection acquihire 💰, decision model race 🤖
Last week, Google Cloud unveiled the Gemini agent—a single, universal agent for work that answers questions, handles knowledge work, creates images and media, and writes and runs code:
TLDR AI5 min read
Nvidia reportedly in early talks to buy, acquihire or invest more in Reflection AI
Nvidia Corp. is in early talks to acquire open-weight model developer Reflection AI Inc. or invest more in the startup, according to the Financial Times. People familiar with the matter told the paper that an agreement could come within weeks. The talks could still collapse.
SiliconANGLE3 min read
Last Week in AI #346 - 719 math manuscripts, 2 Western open models, 1 more safety resignation
OpenAI publishes hundreds of math proofs from unreleased frontier model, Mistral and Reflection AI launch open-weight models to rival China, and more!
Last Week in AI10 min read
Western open-weight campaign could give enterprises more control over AI
New Western open-weight models could give enterprises an alternative to Chinese and proprietary AI, but greater control also brings new responsibilities.
AI Business6 min read
Argonne scientists create chatty X-ray microscope that zooms in where you tell it to
Talking to an X-ray nanoprobe beamline is far better than talking to a toaster, we assume
The Register6 min read
Reflection Beam aims U.S. open-weight AI model at Chinese rivals
Nvidia-backed open source startup makes splashy entrance. AI hits U.S. K-8 education.
AI Business3 min read
Mistral Large 4 vs Beam vs Kolibri: which open weights you can download, and what your hardware can serve
Only Kolibri's weights are out. Beam and Mistral Large 4 stay API previews until late October, and Kolibri's 4-bit build runs at 50 tok/s on a 64GB Mac.
Stackness Blog9 min read
OpenAI's math avalanche continues
OpenAI's math breakthroughs continue, with 700+ papers claiming to solve open problems. Plus: learn how to compare software websites with GPT-6 Astra in ChatGPT Work.
The Rundown AI8 min read
OpenAI's math avalanche continues
OpenAI's math breakthroughs continue, with 700+ papers claiming to solve open problems. Plus: learn how to compare software websites with GPT-6 Astra in…
The Rundown AI Blog8 min read
Quasi-Riemann-Hypothesis: OpenAI publishes 722 math papers solving 90 of the top 500 open math problems; “the most significant moment” in >100 years of mathematics
Pour one out for Mistral, who shipped a decent Large 4 “Le Chonk” model on the new 3800 GB300 cluster funded by their recent Series D.
Latent Space10 min read
Reflection’s Beam model signals deepening split in global AI market
The U.S. startup holds an advantage in the open-weight market due to its funding and technology relationship with Nvidia.
AI Business4 min read
Introduction to vLLM and PagedAttention
Learn how vLLM achieves higher throughput than Hugging Face Transformers by using PagedAttention to eliminate memory waste, boost inference.
RunPod12 min read
Reflection Beam: Less Inference Compute Does Not Guarantee a Smaller Bill
On October 6 in Beijing, developers woke up to Beam, Reflection's first model intended for an open-weight release. TechCrunch's initial report appeared at 12:33 p.m. Pacific on October 5—03:33 the following morning in Beijing. The interesting development is not simply another large model.
Dev.to AI7 min read
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