Greptile raised a $50M Series B led by Menlo Ventures at a $750M valuation. It says it reviews over 1% of GitHub PRs daily. How TREX runs your code, how Model Inversion picks the reviewer, and what Base, Plus and Apex reviews cost.
Twelve ways hospitals, health plans and drug developers use AI today, each tied to a named deployment or study: ambient notes at Kaiser, Aidoc at Advocate Health, the MASAI mammography trial, TREWS sepsis alerts, coding at Cleveland Clinic and more, plus the limits.
Runway's GWM Worlds 2 generates interactive worlds in real time: 720p video at 24 fps with 48,000 Hz audio, steered by text actions and camera motion, with no preset length. Here is how WorldPrompt works, what the demo can do, and the limits Runway lists.
Town raised $108M at a $1B valuation and now lets each employee's AI assistant, a Townie, work with teammates' Townies and with outside contacts. What it does, plans from $0 to $199 per user a month billed annually, and what to check before you connect your inbox.
The best open-weight LLMs as of October 2026, sorted by hardware: GLM-5.3, Kimi K3, DeepSeek V4.1-Flash, Muse Spark Open and Beam for servers; Nemotron 3.5 and GLM-5.3-Flash for one node; Qwen3.8-27B, Gemma 4, LFM2.5 and MiniCPM-V 4.7 for your own computer.
Meta's engineering post on Prometheus, its Ohio supercluster that trained Muse, covers three Nvidia rack generations, a network spanning over 100 km, 8 spare GPUs per 72-GPU rack, a 99% cut in interruptions, and power swings of tens of megawatts.
Krea 3 is Krea's new image editing model: native 2K edits in under 8 seconds, up to 6 references in the app, and $0.06 per image. Here is how Krea's speed and price numbers compare, what the API supports, how to prompt it, and what is still missing.
Reflection's 501B open-weight Beam scores 30 on Artificial Analysis's index and 23.5% on ARC-AGI-2 at $0.61 a task. X users praise the Apache 2.0 license and token efficiency, question a 28 coding-agent score and Qwen 3.8 27B comparisons, and note it needs about 280 GB even at 4-bit.
Cloudflare and OpenAI shared early results from their search pilot: signals from a cohort of about 1% of Cloudflare's network helped OpenAI discover and index hundreds of millions of new web pages. How it works, what it filters out, and what site owners control.
Eleven real AI tools for YouTubers, grouped by job: Ask Studio, A/B testing and auto dubbing inside YouTube Studio, plus vidIQ, TubeBuddy, Descript, DaVinci Resolve, CapCut, OpusClip, ElevenLabs and Canva. What each does, its main limit, and prices only where the vendor's page states them.
Tolan, the AI companion app with a customizable character, raised $30M from USV, Khosla Ventures and Homebrew. About 250,000 people use it monthly, about 70% of them women. What it does, what it costs, its safety features, and the free tier the money will fund.
Alibaba's Qwen3.8 covers a 2.4T-parameter API flagship, its first Max-class open weights, a 27B Apache 2.0 model, Flash at $0.15 per million input tokens, omni-modal models, and Flash-Next, a preview of the Qwen 4 architecture. Which model is which, what each costs, and what is next.
Two amateur astronomers say Claude Code helped them find unreported planet candidates in NASA TESS data, around TIC 402710280 and TIC 4206066. Neither is confirmed. Both published dated predictions, and TESS readings in November and February will test them.
What an AI engineer does, how it differs from ML engineering and research, what BLS pay data says (software developers $134,040 median in 2025), and a six-stage roadmap from Foundations to Ship and Portfolio, with free courses from Hugging Face, Anthropic, Microsoft, Google and fast.ai.
A beginner's guide to running an AI model on your own computer with Ollama, LM Studio or llama.cpp: hardware needs, install steps, small models to start with, and our real test results on a CPU-only Linux machine, as of October 2026.
Why do chatbots invent facts? OpenAI says tests reward guessing, Anthropic found a default "can't answer" circuit that misfires, and a Stanford and Yale study found RAG legal tools still hallucinate 17% to 33% of the time. What causes hallucinations and how to catch them.
Google is moving links higher in AI Mode and AI Overviews, testing a top box for official sites, and expanding news carousels that highlight Preferred Sources. Here is what is live, what is a test, and how to set your sources.
Suno launched its v6 family on September 9, 2026, and is retiring its older models. What v6, v6-wild and v6-mini do, who gets each one, what Suno says they were trained on, the Warner, BMG and Believe deals, and the new Universal and Sony lawsuit.
Anthropic's October 9 report lists four ways Claude acted on live websites in ways Anthropic did not intend, from a fake homicide tip to Philadelphia police to injection exploits. Here is what happened, what officials said, and why Anthropic cut internet access for all internal evals.
TorchNeuron makes Trainium2 and Trainium3 a standard PyTorch device called neuron. Here is what it supports, what the beta leaves out, how AWS documents setup today, and how it differs from the torch-neuronx XLA path and from CUDA.
