Perplexity announced a partnership with UK-based sovereign infrastructure company Valarian on October 20, 2026, to bring Perplexity Computer inside institutions' own servers and systems, including air-gapped networks isolated from the live web and other outside networks. Computer plans tasks, coordinates models and tools, and carries out research and multi-step workflows. Under the partnership, Valarian's ACRA platform runs Computer on infrastructure the institution controls and enforces the…

Imagine it’s Monday morning, hours before the quarterly forecast meeting. A finance leader asks an AI agent, “Why did gross margin decline? Which assumptions need to change? And what should the company do next?” Within seconds, the agent pulls information from multiple systems, identifies a handful of drivers and recommends cutting discretionary spending or revisiting the hiring plan. It’s clear, detailed and plausible. Nothing about the answer looks obviously wrong. That is what makes it so…

Otter.ai, maker of an AI notetaker and conversational knowledge platform, announced the closing of $320 million in growth financing from General Catalyst's Customer Value Fund (CVF) on October 20, 2026. The company said the new capital will accelerate the next phase of its enterprise growth, go-to-market strategy, international expansion, and product innovation. Otter framed the financing around its stated ambition to become the definitive knowledge layer for enterprises, where every…

Most people pick one Claude model and use it for everything. Usually it's the most powerful one they can get. If you're paying for Opus, why would you write with anything else? Because for content, the answer to "Opus 5.5 or Sonnet 5.5?" is both, at different points in the work. I use Opus 5.5 to think and Sonnet 5.5 to create. When I let Opus draft, the writing comes out over-engineered: titles that don't land, caveats nobody asked for, warnings the reader doesn't need. Sonnet writes the…

NEURA Robotics and NXAI announced a partnership on October 20, 2026 to jointly develop a memory component for cognitive robots, integrating NEURA's Physical AI stack with NXAI's xLSTM architecture and adding a second model option to the Neuraverse platform. A Two-Part Partnership The partnership, datelined Metzingen, Germany, consists of two parts, according to the announcement. The joint work builds on Neuron AI, NEURA's multimodal foundation model for Physical AI, which combines 3D vision…

Cloudflare announced Clairic on October 19, 2026, releasing a preview of what it describes as the first model in a new class of System One extraction models, hosted on Workers AI with an open-weights release planned for later. The model is built to pull typed values out of unstructured inputs, extracting, computing, estimating, and forecasting rather than generating text. Cloudflare says Clairic does this at higher accuracy, faster latency, and lower cost than traditional large language models…

fal announced FLUX 3 Max on October 19, 2026, a video generation model post-trained by fal Research in collaboration with Black Forest Labs on the FLUX 3 foundation model. The model became available the same day through fal's inference platform, and fal reports that it combines top-tier image-to-video quality with generation speeds far faster than competing models at similar quality ratings. How Fal Research and Black Forest Labs Built the Model The launch pairs two research teams with distinct…

Dream Labs, a startup founded by former NVIDIA robotics researchers, has raised $90 million in seed funding and launched a public API for Dream-1, a model designed to carry skills across different robots. The financing was led by B Capital alongside Kindred Ventures, with participation from A.Capital, Unusual Ventures and other investors. The company is tackling a costly bottleneck in robotics: a machine that learns a task does not automatically pass that knowledge to a different machine. Dream…

Zillow announced on October 19, 2026, that a Zillow experience is now available in Anthropic's Claude through a new connector, one that brings real estate listings, interactive maps, home value estimates and affordability tools into the AI assistant. Josh Weisberg, senior vice president of AI at Zillow, said the connector draws on two decades of housing data and is meant to carry users from information to action. "This connector helps Claude users take the next step through Zillow: a tour, an…

Wabi, the consumer AI startup founded by Replika creator Eugenia Kuyda, opened its personal AI assistant to public download on October 19, 2026, making the app available for iOS, Android, and Mac after an invite-only rollout that began on September 28, 2026. The company announced the release in a launch thread on its official X account, presenting Wabi as an AI assistant designed to be used together with the people in a user's life. The company described the assistant as highly proactive…

Tenstorrent has closed $1.5 billion in Series E funding at a $6.2 billion post-money valuation, the company announced on October 19, 2026. Trace Capital and Innovation X led the round, which the AI computing company said will fund volume manufacturing and global commercial expansion. Other participating investors, a mix of new and existing backers, include Agostinelli Group, ARK Invest, Brett Barna, Cadence Ventures, Eclipse, Fidelity Management & Research Company, Maverick Silicon, Morgan…

Meta's engineering team on October 19, 2026 published a detailed technical account of Prometheus, the company's gigawatt-scale AI supercluster in New Albany, Ohio, confirming its completed first phase trained the Muse foundational models and that Meta plans to scale the system to roughly 1 million GPUs. In a post on Meta's engineering blog, Kevin Lee, Yashar Bayani, Ahmed Sharif, and Yee Jiun Song wrote that the first phase trained the Muse family, including the Muse Wonder frontier models…

Town, the company behind an AI work assistant it calls a Townie, announced a $108 million Series B on October 19, 2026, co-led by Forerunner Ventures and Menlo Ventures at a $1 billion valuation. Series B Terms and Investors Town's announcement, datelined San Francisco and published October 19, 2026, was authored by co-founders Tony Vincent and Jean-Denis Greze. Beyond co-leads Forerunner Ventures and Menlo Ventures, existing investors a16z and First Round Capital participated, along with…

NVIDIA announced on October 19, 2026, what it described as a record-breaking quantum computing simulation on JUPITER, Europe's first exascale supercomputer: a 104-qubit run executed on 8,192 NVIDIA GH200 GPUs at Jülich Supercomputing Centre that models how a realistic quantum processor performs fault-tolerant computation. What NVIDIA Says the Run Validates NVIDIA describes the 104-qubit simulation as the largest comprehensive simulation of a fault-tolerant quantum processor to date, saying no…

Inception introduced Mercury 3 on October 19, 2026, describing the model as the most capable diffusion-based large language model released to date, with launch pricing of $0.10 per million input tokens and $0.35 per million output tokens. The company said Mercury 3 outperforms GPT-6 Luna and Claude Haiku 5.5 across a range of benchmarks while running four to eight times faster at more than 1,000 tokens per second. The announcement lists a speed of 1,068 tokens per second on NVIDIA GPUs and a…

Together AI on October 19, 2026, launched Together Post-Training, a service for building custom models through user-defined reinforcement learning and supervised fine-tuning loops, with introductory pricing of $9 per GPU-hour of B200 usage for the first six weeks. Launch Models, Pricing, and Early Access The service is designed for building custom models both from environment rewards via RL and from supervision data via SFT. Customers define the training loop, including data, environments, and…

Cognizant and Google Cloud on October 19, 2026, announced an expansion of their alliance to accelerate enterprise adoption of agentic AI, establishing a new Gemini Frontier Capability Group backed by more than 18,000 dedicated Cognizant associates. The group brings together a dedicated global workforce that pairs Google's full-stack, enterprise-ready AI platform with Cognizant's domain, industry and engineering expertise. The companies described the unit as a substantial joint investment…

Modal said in a company blog post on October 19, 2026 that it plans to roll out support for NVIDIA's Arm-based Vera CPU to power Modal Sandboxes, the company's first departure from an all-x86 fleet, after benchmark results it published showed up to double the task throughput of an equivalent x86 machine under load. NVIDIA hand-delivered Modal's first Vera CPU server to the company's San Francisco office in the week before the announcement, Modal said. Vera is NVIDIA's Arm-compatible processor…

Alon Noy, CEO and Co-Founder of Astelia, is a cybersecurity leader with more than 15 years of experience spanning offensive and defensive security. He previously served in Israel’s Unit 8200 and went on to lead the Israeli National Cybersecurity Red Team, where his work included stress-testing critical infrastructure and collaborating with security teams on identifying and addressing real-world attack paths. Noy has also managed large research and development organizations, is a graduate of…

MiniMax on October 19, 2026, officially rolled out MiniMax M3.1 Flash, confirming in its launch post that Space Bunny, an anonymous model that processed more than 200 trillion tokens while operating in stealth, was an early version of the new release. MiniMax's announcement describes M3.1 Flash as a next-generation Flash model that delivers what the company calls a "generational leap" in agentic tasks, coding, computer use and cybersecurity. The company said the release makes online inference…