Databricks has made its Genie app for Slack generally available, letting users ask data questions via DM or @mention and get answers in the thread, grounded in Unity Catalog permissions. Every answer cites its sources, and through MCP connectors Genie can draft document, ticket and record changes for approval before running them.
Block built Buzz, an open source collaboration workspace where employees and AI agents work together in group discussions, focused conversations and one-on-one exchanges, and uses Databricks Unity Gateway as the model access layer. Employees can create agents, pick the model or coding harness behind each one, and select Databricks as their inference provider to reach frontier models from OpenAI, Anthropic and Google plus select open-weight models through a single integration. Block engineers are also experimenting with multi-agent setups where a more capable model coordinates agents running smaller, more efficient models, and have built an internal approach to benchmarking these agent teams.
Warhammer 40,000: Dawn of War IV, developed by KING Art Games and published by Deep Silver, is coming to GeForce NOW when it launches on Steam Thursday, Dec. 3. The real-time strategy game features more than 70 campaign missions playable solo or in co-op, plus The Last Stand, Skirmish and multiplayer modes. NVIDIA DLSS 5 with 3D-Guided Neural Rendering is also coming to War Thunder in mid-November and Where Winds Meet on Monday, Nov. 23.
LiveKit released the LiveKit Cloud API in open beta, letting coding agents create and configure projects, manage members and webhooks, and pull transcripts, logs, traces and recordings from agent calls. The API is a REST API that runs signed in as the user, with short-lived tokens checked against project roles and sensitive actions limited to project admins. In a test on LiveKit's docs assistant, a coding agent read 4,321 sessions from the past week and returned a ranked list of 8 issues after about 30 minutes. Session data requires Agent Observability, which is off by default for projects created through the API, and API requests are free but rate limited by plan.
vLLM supports Thinking Machines' Inkling 2 Small on day 0, a multimodal text-and-vision MoE with 594B total and 17B active parameters and up to 1M tokens of context. The integration adds kernel fusion with PDL, sequence parallelism for prefill that cuts an 8K-token prefill step by 22% at TP4 and 26% at TP8, and a Gluon relative attention decode kernel that drops a batch-1 decode step at 100K context from 15.1 ms to 4.8 ms. vLLM reports up to 630 TPS/user at TP4 on GB200 with acceptance length 3.5, and also supports LoRA and RL via SkyRL.
Why it matters: vLLM 在发布当天即支持 Inkling 2 Small，并给出内核融合、序列并行和 Gluon 解码内核的具体优化数据，可供部署大 MoE 模型的团队参考。
OpenRouter launched beta localization in Simplified Chinese, Spanish, Brazilian Portuguese, German, French, Japanese and Korean, and detailed the self-correcting pipeline that keeps 16,918 English strings translated. The daily loop sends changed strings to GPT-6.1 Sol in batches of up to 40, has code reject broken placeholders and glossary violations, then uses a second call to the same model as a verifier that returns errors by severity for retries. OpenRouter says a full retranslation of the catalog into 7 languages costs about $460, versus about $7,200 at Smartling's published machine translation rate.
vLLM-Omni brought MiniMax H3-Image to NVIDIA Vera Rubin and measured 0.87-second median latency for native 4096×4096 text-to-image on four GPUs, plus 6,115 images/hour in a separate throughput configuration. H3-Image is an open-weight text-to-image and editing model that pairs a Qwen3-VL encoder with a 33.1B dense DiT and an image VAE, handling both tasks in six sampling steps with up to 16 reference images. The team reports MXFP8 DiT GEMMs, Ulysses SP4, AdaLN caching and a VAE decoding change that cut decode time from 2.635s to 0.213s, and lists recipes for AMD, Intel, Huawei Ascend and Moore Threads hardware.
Why it matters: vLLM-Omni's benchmark shows MiniMax H3-Image running on Vera Rubin at subsecond 4K latency, with per-hardware configurations and a cost model for serving economics.
Amazon Bedrock AgentCore now offers a standalone Web Search API, letting developers call InvokeWebSearch directly from AWS SDKs or the AWS CLI with a single request and no resources to create. It returns ranked results from an Amazon-operated web index, each with a text extract and, when available, title, URL, and publication time, with domain and date filters. Requests are signed with SigV4 and IAM, using the same permission as the AgentCore Gateway route.
AWS's October 2026 roundup adds Claude Haiku 5.5, which Anthropic says costs around 75 percent less than Claude Haiku 4.5 for most tasks, plus OpenAI GPT-6.1 Terra on Amazon Bedrock with up to 1 million input tokens and prices at least 50 percent lower than GPT-6.1 Sol and GPT-5.6 Terra. AgentCore CLI reached version 1.0, and AgentCore Gateway added model fallback and Step Functions workflows as agent tools.
Google launched the Gemini Decisions API, powered by a new model called Gemini Decision 1 (gemini-decision-1), which does not generate text but scores up to 1,000 typed questions against one shared input and returns calibrated probabilities. It reads text, images, audio, video and PDFs in a single prefill pass, supports yes/no, choice and score question types, and is priced at $0.10 per 1M input tokens with zero output tokens billed. Google reports a 262,144-token context, 150-250 ms end-to-end latency, and a top-1 ECE of 0.0250, about half that of TypeSafe Jev 1.14, though it trails Jev on the When2Call benchmark (79.9% vs 82.0%) and costs more per token ($0.10 vs $0.042).
AWS has released an official emulator that lets developers run tests against a local clone of its various services without provisioning a paid API key. The emulator is written in Rust and accumulated 29,684 commits in the project's first three weeks, according to a guest post by Swaminathan (Swami) Sivasubramanian on Werner Vogels' blog. It currently requires Docker on macOS and Windows, and Simon Willison hopes a single downloadable binary will follow for use in standard test suites on other platforms and languages.
Simon Willison added tag-based browsing to tools.simonwillison.net, letting visitors explore his collection of 244 vibe-coded tools by tag. He used leftover Fable 5.2 credits to have tree-sitter analyze each tool's code for JavaScript APIs, libraries and web API hosts. The homepage now shows tag clouds for each of those tag categories.
Google introduced the Gemini Decisions API, powered by the new Gemini Decision 1 model (gemini-decision-1) and available through the Gemini API in Google AI Studio. A single multimodal input of up to 256K tokens can be checked against up to 1,000 yes/no, multiple-choice and rubric-scoring questions in one forward pass, returning probabilities and confidence scores at 150-250 ms end-to-end latency for $0.10 per 1M input tokens with no output-token charges. Google says the model leads its benchmark suite with the lowest calibration error and is nearly 5x cheaper than Gemini 3.5 Flash-Lite with the Interactions API; internal uses include model routing in Gemini Notebook, wireframe generation in Stitch and adversarial-content checks for MCP tools in Search.
Why it matters: Google's new endpoint scores up to 1,000 multimodal yes/no, choice and rubric questions in one pass at 150-250 ms, giving agent routing and policy checks a cheaper alternative to generative calls.
Claude Fable 5.2 is now available, and a new guide explains when to start on Opus 5.5, when to move up to Fable 5.2, or down to Sonnet 5.5 or Haiku 5.5 in Claude Code. It also covers splitting one job across models, with availability and usage limits varying by plan.
Simon Willison released LLM 0.37.2 to fix a security issue reported by Daniel de Araujo in GHSA-v9h7-jj4g-f862 and GHSA-r639-rr7r-x72w. The bug could send a configured OpenAI API key to third-party OpenAI-compatible endpoints via extra-openai-models.yaml if the named api_key_name was never stored, or if a responses: true model ran with -o chat_completions 1.
Google Labs introduced Tabletop, a new experiment for real-time group collaboration where users add links, files and ideas, then prompt @tabletop or pick a starter template to generate interactive trip itineraries, dinner polls, expense splitters and tournament brackets. Once a space is ready, an invite link lets everyone join and use it simultaneously, like in a Google Doc. Tabletop is rolling out in the U.S. (18+) via a waitlist at labs.google/tabletop.
Mastra added private model gateways that let agents route requests to self-hosted open-weight models, referenced by a prefix like private/ollama/gpt-oss:20b. Self-hosting keeps sensitive data inside the network and replaces per-token costs with infrastructure costs, and setting AUTO_BLOCK_EXTERNAL_PROVIDERS=true hides external providers in Studio. The feature requires @mastra/core@1.82.0 or later.
Anthropic released Claude Meetings in beta, letting Claude join Google Meet calls as a visible participant that answers questions in chat, builds docs and whiteboards live, and writes notes and action items. Each meeting gets a page in claude.ai with the transcript, notes and artifacts, and by default Claude stays out of calls with external guests unless an admin allows it. The beta is rolling out on Team and Enterprise plans, is unavailable to some organizations including ZDR, HIPAA-ready and CMEK setups, and notes, transcripts and in-call answers are free during the beta.
Why it matters: Anthropic's beta launch shows how a meeting agent can draft docs, pull connected-tool data and write notes inside a live call, with default rules for excluding external guests.
Claude Opus 5.5 is now the default model in Claude on Pro, Max, Ultra and Team plans, and Anthropic recommends it as the daily driver for research, analysis and finished documents, decks and spreadsheets. Anthropic says Opus 5.5 at Medium effort matched or beat Opus 5 at High on its coding and knowledge-work evaluations, and in an internal merger-analysis test it finished in 63 minutes at half the cost of Opus 5 on the same task. The post also lists prompting changes for the new model, including dropping 'think hard' instructions, starting at Medium effort and attaching charts instead of retyping their values.
Why it matters: Anthropic's own guide explains why Opus 5.5 is now the default for daily knowledge work and which prompting habits to drop for it.
Anthropic released self-hosted Claude Managed Agents in private beta, letting developers run the full agent service, including harness, sandboxes, credentials and session history, in their own cloud or on-premise environment. Model requests can go to Anthropic directly, to Amazon Bedrock, Google's Agent Platform or Microsoft Foundry, or through the customer's own gateway, and session history stays in the customer's database. The company says the design keeps the agent loop and vault secrets outside the sandbox, supports allowlists of permitted hosts, and exports a full record of each session over OpenTelemetry.
MiniMax's H3 family expanded beyond video this week, with H3 Image, H3 Image Highspeed, H3 Highspeed, and H3 Lite now available in Recraft Studio. The two image models generate and edit at 2K or 4K, while the two video models produce 4–15 second clips at 480p or 768p with sound. H3 Image starts at 6 credits per image and H3 Lite at 4 credits per second of video.
Figma has released 3D transforms in open beta, letting designers tilt, rotate, and arrange text, images, vectors, and frames in space, with a perspective effect on parent frames for shared spatial compositions. The non-destructive effects stay editable and can be combined with shaders, animated with Figma Motion, or explored via the Figma agent. Figma's Brand Studio used the tools, including an agent-built generative plugin, to produce the feature's launch video.
Google has launched an experimental AI tool called Tabletop that generates customized collaborative hubs for coordinating with family and friends. Users add links, files and ideas, then prompt @tabletop or pick a starter template to create interactive trip itineraries, dinner polls, expense splitters and tournament brackets, and share an invite link so others can join in real time like a Google Doc. The beta is available via a waitlist and is currently limited to people over 18 in the US.
Anthropic launched Claude for Manufacturing, a plugin with 17 skills covering sales, quality, operations, supply chain, design and setup, from drafting job quotes to diagnosing a stopped machine. The plugin pulls from a manufacturer's own records through connectors to Autodesk Fusion, Infor, Microsoft 365 and Oracle NetSuite, and each skill ends at a human review step before output reaches a customer or supplier. Anthropic cites a 2025 Manufacturing Leadership Council survey in which 79% of manufacturers said they enter data manually, and says it plans to add more manufacturing skills over time.
J.Crew launched Style Advisor, an AI stylist on JCrew.com that recommends complete outfits rather than single products, available now for women's and men's styles in the U.S. J.Crew's team built it with Claude Code using multiple Claude models: Claude Fable 5.1 to plan the stylist reasoning, Claude Opus 5.5 for the prototype, Claude Sonnet 5.5 as the stylist in each conversation, and Claude Haiku 5.5 for quick tasks. Every recommendation is drawn from looks created by J.Crew's own stylists for catalog shoots.
Marktechpost launched GPU Leaderboard, a free cloud GPU price comparison site for AI inference that ranks 201 live offers from 24 providers by $/GPU-hr. Its cost calculator prices a full run including idle time: an 8×H100, 72-hour job at 90% utilization ranges from $967.68 at Latitude to $3,545.28 at CoreWeave. The companion Deploy It Chrome extension estimates VRAM at FP16, INT8 and INT4 and shows the cheapest fitting GPUs on Hugging Face model pages and GitHub repos.
Adobe announced experimental AI tools at its annual Max conference, including Project Screen Test for directing AI characters through conversation, Project Sight Span for turning flat images into navigable 3D scenes, and Project Sound Bender for mixing sound effects on a square sound canvas. Project Rinse Repeat copies edits and applies them to other subjects in the same photo using native Photoshop tools. These "sneaks" are tech previews that may eventually reach Creative Cloud or Firefly, with no guarantee of launch.
ElevenLabs outlines how voice cloning lets content creators record a short sample once and then generate narration for videos, podcasts, courses, and social clips without returning to the booth. The guide distinguishes Instant Voice Cloning, which produces a clone from a short sample in under a minute, from Professional Voice Cloning, which trains on a larger recording set and includes a verification step confirming the voice belongs to the creator. It also lists selection criteria including voice fidelity, delivery control, language coverage, consent safeguards, export options, and commercial licensing.
ElevenLabs launched the ElevenLabs Marketplace, a curated collection of industry-specific AI and voice applications built on its models by technology partners, with launch partners including Salesforce, IBM, NiCE, Twilio, and Zendesk. Enterprises can explore solutions across financial services, insurance, healthcare, telecommunications, retail, and government, and connect directly with the partners behind them. Starting next year, eligible partner solutions will be purchasable through existing ElevenLabs commitments.
Google Arts & Culture has published the first online retrospective of South African artist Dr. Esther Mahlangu, timed to her 91st birthday, with more than 45 curated stories and a rich archive of her art, life and legacy. Because archives held nothing from before 1980, the team used AI to visually recreate her undocumented memories, generating still images and then using Veo to turn them into videos. The exhibition was curated with institutions including the British Museum, Iziko Museums of South Africa and Serpentine.
Vapi launched Agent Loop in early access, with GA planned for early next year, as a self-improving harness that builds a voice agent from a plain prompt, scores every call against a business goal, drafts fixes for the misses, tests them in simulations and ships them to a slice of live traffic before full rollout. The loop runs on Vapi primitives including Simulations and Traffic Splitting, available in the dashboard now, plus Goals, Call Health and Experiments, coming soon. Every Agent Loop agent is a real Vapi assistant, so engineers keep full dashboard and API access, and human approval is required before any change ships.
Amazon is launching Ring Robotics devices, an AI-powered security drone and a robot, with roaming capabilities. The devices will debut in late 2026 and early 2027.
Google is bringing Gemini Intelligence to more Android devices, including the first Motorola Gemini Intelligence phone, motorola signature 27, up for U.S. pre-order on November 19, and Pixel 10, Pixel 10 Pro XL and Pixel 10 Pro Fold via today's Pixel Drop. New capabilities include Create My Widget, which builds custom widgets from a text description using Gmail, Calendar and Search data, and Device Assistance for controlling and fixing your phone by asking Gemini. Rambler is now available on Pixel 10 series and motorola signature 27, task automation expands to the UK, India and Japan, and Create My Widget is coming to Pixel Watch in the next few weeks.
Anthropic introduced Claude Whiteboards and Claude Sheets in beta, and made Claude Dashboards generally available as Claude Data. Whiteboards turns a spoken plan into a board with a timeline, owners and dates that teams can edit in real time, while Sheets builds spreadsheets with tabs, formulas, formatting and drop-downs and outlines each edit. Claude Data lets data teams certify queries and generate data stories or narrated videos from metrics, with live sharing showing up-to-date numbers.
Why it matters: Claude adds collaborative whiteboards, spreadsheets and shared data dashboards, extending its workspace from chat into team documents.
Claude now supports interactive connectors that open the full version of a tool inside Claude, so users can work in Adobe, Atlassian and Box alongside the conversation and either make changes themselves or ask Claude to make them. In the demo, Claude adds a summary to a launch plan in Confluence, applies a dither effect to a photo in Adobe, and checks a floor plan against a design standard in Box before saving the revision as a new file. The feature is rolling out on web and desktop.
Why it matters: Interactive connectors let Claude operate inside Adobe, Atlassian and Box apps, showing how agent workflows move from chat into full third-party tools.
Meta published an engineering overview of Your algorithm, a suite of AI tools that lets Facebook users state in natural language what they want to see in Feed and Reels, with a single editable page listing Interested In and Not Interested In topics. Each change is validated by a smaller LLM, enriched with embeddings and search keywords, and saved to a shared store that both Feed and Reels read, while a fine-tuned LLM reranker removes content matching newly added Not Interested In topics. Meta says a supplementary tail load and client-side cache invalidation make changes take effect faster, and that a separate LLM judge grades outputs such as the Lately Summary before launch.
Recraft released Vectorizer Pro, a vectorizer that turns PNG, JPG and WebP images into cleaner SVGs, available to everyone in Recraft Studio on every plan since October 29, 2026. It keeps straight strokes straight and evenly spaced, preserves sharp icon tips and corners, and draws curves as one clean sweep, reducing cleanup in Figma or Illustrator. Flat illustrations, logos, icons and line art benefit most, while heavily textured sources may still need simplifying first.
Mastra launched Mastra Forward, an AI engineering service that pairs a named forward-deployed engineer with Mastra Factory, an agent swarm installed in the customer's repo. The annual engagement costs less than one senior AI hire and includes an Enterprise license with hosted, self-hosted, or BYOC deployment plus a Trace Intelligence pool. Mastra says its factory produces 750+ PRs per week.
Google released A2UI 1.0, the first stable version of its open protocol that lets AI agents answer with interactive screens rendered by each app's own native components. Version 1.0 adds bidirectional function calls, accessibility support and extension metadata, plus open-source renderers for React, Angular, Lit, Flutter, SwiftUI and Jetpack Compose (the Compose renderer is at 0.9.1 with 1.0 coming soon) and agent SDKs for Python, TypeScript and Dart. Atlassian is bringing A2UI to Jira, Alation renders its feeds with it in Claude, and ByteDance shipped a Lynx renderer in June 2026 that supports 0.9 today.
Why it matters: Google's stable A2UI 1.0 protocol lets agents return native interactive screens instead of text walls, with renderers for web, Android and iOS and early adopters including Atlassian and ByteDance.
Mastra now supports tasks in MCPServer and MCPClient, letting long-running tool calls run in the background while the agent keeps responding to users. The server returns a task ID immediately, and the client polls for status values working, input_required, completed, failed or cancelled, with a notification sent to the agent when the task finishes. Tools can be set to always, auto (after a 2-second syncWindowMs default) or off, and tasks can still call suspend() for human input; the feature requires @mastra/mcp@2.7.0 and @mastra/core@1.81.0 or later and remains experimental.