Skip to content
Only Products
November 7Saturday
  1. Meta Newsroom · AI58

    Meta launches spaces in its Muse app for user-built personalized experiences

    Meta introduced spaces in its Muse app, an interactive way for users to build a more personalized Muse by describing an idea such as a gift tracker, daily word game or DIY planning board. Users can adjust each space with Muse, place it in the sidebar or main tabs, hide or schedule it, and connect apps so details like concert dates and price changes update in the background. Spaces are available everywhere Muse is available starting today, and Meta says it is exploring sharing options and rolling out specialized model versions trained with learnings from Muse Wonder.

November 6Friday
  1. Zyphra Research58

    Zyphra launches MAIA beta, a multiplayer AI agent with shared memory across Slack and desktop

    Zyphra released MAIA in beta, a proactive multiplayer AI agent that remembers shared team context, takes action across connected tools, and runs as a standalone Mac desktop app and inside Slack, free during beta. MAIA keeps persistent memory of people, decisions and preferences with sources, executes multi-step tasks in plain language, and can schedule recurring work. It follows existing tool permissions, confirms before irreversible actions, and lets users view and delete memories, with private conversations kept private unless shared.

  2. OpenClaw Blog50

    OpenClaw adds self-updating model catalog so new models work without an app update

    OpenClaw rebuilt how it discovers models so new ones like GPT-6.1 Sol appear without shipping a release, pulling lists from a self-updating catalog at catalog.openclaw.ai (rebuilt every four hours, about 1,000 models), each account's own provider model list, and a handshake with a newer Codex on your PATH. The catalog switches live on a running Gateway, and model lists no longer shrink after provider timeouts or catalog swaps.

  3. vLLM Blog55

    VeRL-Omni v0.3.0 released with async training and broader multimodal post-training

    VeRL-Omni v0.3.0 was released with asynchronous and decoupled RL execution paths, the V1 trainer as the default, and expanded post-training coverage across image, video, audio, and multimodal understanding. The release adds fully async Qwen3-Omni text and audio training, separate-async Omni and diffusion training with a replay buffer, and new recipes including MiniMax H3 with DiffusionNFT and MiniCPM-o 4.5 GSPO. In a MiniCPM-o 4.5 AVQA experiment on 4×H800 80 GB, separate-async 3+1 was about 9% slower per prompt than colocated 4+0 at natural response length, roughly tied at 512 tokens, and about 6.7% faster at 1024 tokens.

  4. Sierra Blog38

    Sierra Accelerators Take Care of the Basics for AI Agents

    Sierra released Accelerators, prebuilt packages for high-volume workflows like order tracking, appointment scheduling, claims intake and ID verification, available now in Agent Studio. Each Accelerator ships with basic integrations and guardrails, and Ghostwriter adapts it to a company's own policies; updates from Sierra carry over while customer changes are tracked separately. Teams will soon be able to build and share their own Accelerators internally.

  5. Meta Newsroom · AI62

    Meta rolls out real-time voice and expressive avatars in its Muse app

    Meta is rolling out real-time voice conversations and expressive avatars in the Muse app on mobile, web and Mac, starting in the US. Users tap the phone icon to talk, can interrupt responses, and choose from hundreds of voices plus voice-only, avatar or full-screen modes. Voice is coming soon to AI Glasses and Muse Charm.

    Why it matters: Meta's Muse app now supports real-time voice conversations with expressive avatars, showing how voice and interruption handling are moving into consumer AI assistants.

  6. OpenClaw Blog69

    OpenClaw releases Multiplayer for shared agents and context

    OpenClaw has released Multiplayer, a free and open-source feature that lets multiple people connect to the same OpenClaw agent and workspace, with prompts appearing live across laptops and requests coordinated through a shared queue. In demos at GitHub Universe in San Francisco, two attendees edited the same 3D scene by typing prompts on separate machines without restating context. The OpenClaw Foundation says it has had 50+ people collaborating in the same shared environment and is continuing to expand the feature.

    Why it matters: OpenClaw 把多人共享同一 Agent 与上下文做成免费开源功能，为团队协作中反复重建上下文的问题提供了一种可迁移的做法。

  7. Mastra Blog38

    Mastra Agents Add Ring Signals for Doorbell Events

    Mastra agents can now receive Ring doorbell events as notification signals via the new @mastra/ring-signals package, requiring @mastra/core@1.81.0 or later. Each event arrives in the agent's thread with a configurable priority, and the agent can fetch a snapshot or video clip from the Ring API to decide how to respond. Ring signals can also target an existing channel thread, such as iMessage, so alerts reach a shared conversation.

  8. Descript Changelog22

    Descript November 6, 2026 Release Roundup: Brand Layout Packs, Underlord Skills, 30-Day Trash

    Descript's November 6, 2026 roundup adds generative layout packs that turn brand guidelines, logos and colors into four AI-proposed directions and a full editable layout pack on paid plans. Underlord now supports reusable skills, invoked with "/" in chat, replacing prompt templates, which switch off on November 30. Deleted projects now sit in trash for 30 days, and Enterprise drive search matches what's inside images and videos, including via the Descript MCP and API.

November 5Thursday
  1. Mistral AI69

    Mistral expands Studio with managed agents, workflows and apps alongside Mistral Large 4 (Le Chonk)

    Mistral expanded its enterprise AI platform Studio with managed agents and apps, plus new workflow, enterprise context, agent observability and evaluation capabilities, running on the Mistral Large 4 (Le Chonk) model. Developers can build multi-step agents with skills, sandboxes, subagents and hooks, and deploy to Studio with one command through the new Mistral MCP server. Mistral says customers including ABANCA, BNP Paribas, Capgemini and TCS already use Studio in production, with deployments available in the cloud, VPC or on-premises.

    Why it matters: Mistral expands Studio with managed agents, workflows and apps, showing how enterprises can keep deployment and data control in their own environments.

  2. inclusionAI Repositories38

    ASpec: A High-Throughput Training Framework for Speculative Decoding Draft Models

    ASpec is a high-throughput training framework for speculative decoding draft models, built from the TorchSpec codebase with optimized attention, fused kernels and selective head/loss computation. On a Qwen3-8B 4K run, Draft-only training reaches 15,256.44 input tokens/s on one GPU, 1.96× TorchSpec, while the 8-GPU online steady window hits 77,721.37 tokens/s, 2.28× TorchSpec. It supports DSpark, DFlash, EAGLE3/4 and native MTP drafts, with Qwen3-8B and Ling tiny quickstarts.

  3. Mastra Blog38

    Mastra Launches Custom Harness Program with Embedded Forward-Deployed Engineers

    Mastra launched the Custom Harness Program, in which forward-deployed engineers embed with customer teams to co-build tailored agent harnesses. The program includes observability, evals, custom MCP, human-in-the-loop workflows, auth and RBAC, plus early access to the Mastra Enterprise Platform. Mastra cites Workday, which moved off Amazon Bedrock Agents in 31 days, cut 3,000 lines of code and lowered vector-storage costs by 98%.

November 4Wednesday
  1. vLLM Blog73

    Buoyant releases Kinference, an open source inference control plane for vLLM and Kubernetes

    Buoyant announced Kinference, an Apache v2 open source control plane that routes OpenAI- and Anthropic-compatible inference traffic to vLLM workers on Kubernetes, adding token rate limiting, per-tenant usage and cost tracking, KV-cache-aware load balancing, and YAML inference policies. In the project's public benchmarks, Kinference cut median time-to-first-token by 95% and median end-to-end latency by 45% versus standard Kubernetes service load balancing on one workload, and served 7.4x the goodput on shared-prefix and about 3.5x on multiturn in a capacity test. Policies can route simpler prompts to cheaper models, burst overflow to providers such as Bedrock and Databricks, or keep PII-tagged requests inside the cluster, and per-tenant metrics cover token rates, TTFT, ITL and cached versus uncached prompt tokens.

    Why it matters: Buoyant's Kinference adds KV-cache-aware load balancing and YAML inference policies on top of vLLM, with benchmarks claiming large TTFT and goodput gains over standard Kubernetes service routing.

  2. Google DeepMind72

    Google Antigravity adds Cheminformatics Skills for agentic drug discovery

    Google DeepMind introduced Cheminformatics Skills for Google Antigravity, letting an agent search literature, curate compounds, run matched molecular pair analysis, train potency models and propose rigidified macrocycles with synthesis routes in about an hour, a workflow it says previously took multiple days. The skills are grounded in RDKit with connectors to ChEMBL and PubChem, and the team demonstrated them on crizotinib and lorlatinib analogues for non-small cell lung cancer. The skills are available today via the Antigravity app's Science plugin, and DeepMind is offering 10,000 scientists the highest usage tier free for 6 months, subject to eligibility, capacity and selection.

    Why it matters: Google DeepMind shows its Cheminformatics Skills in Antigravity compressing a multi-day drug discovery loop into about an hour, while noting that designs remain hypotheses needing lab validation.

  3. Figma Blog58

    Figma opens code layers to all users in open beta with agent-driven prototyping workflow

    Figma's code layers feature is now in open beta for 100% of users, letting teams build and compare code-backed prototypes directly on the Figma canvas. The walkthrough shows a designer cloning a GitHub repository into a code layer, prompting the Figma agent to generate three delivery-address variations side by side, and refining one in the full-screen code editor. Extract designs turns screens or recorded flows into editable design layers that can be sent back to the prototype with Update code layer, and the agent can merge two teammates' code layers into one combined experience.

November 3Tuesday
  1. Sierra Blog42

    Sierra Redesigns Agent Studio Around Ghostwriter

    Sierra has redesigned Agent Studio around Ghostwriter, its always-on agent for building agents, so investigating a problem, editing a journey, and testing a fix now happen in one conversation. Ghostwriter follows you across journeys, simulations, and dashboards, and each session keeps changes and test results together until a teammate reviews and merges them. Agent Studio also groups related agents into a single project and adds line-by-line diffs, Preview Chat, Simulations, and release governance with required approvals and controlled rollouts.

October 29Thursday
  1. Meta Engineering Blog40

    Meta Andromeda: Meta's Next-Gen Ads Retrieval Engine Hits 1B Ads per Second

    Meta detailed the next generation of Andromeda, its personalized ads retrieval engine, which scores over one billion ads per second in production — a 100x throughput lift over the 2024 system. The new architecture brings LLM-inspired mixture-of-experts to retrieval, approaching ranking-level model performance at roughly 300x fewer inference-time FLOPs, with over 10 billion ads per second on a single NVIDIA GH200 GPU. Since 2025, Andromeda has delivered a 2.4% increase in conversions on Facebook.

  2. Replit Blog55

    Replit details the security architecture behind its Agent Habitat for agent work

    Replit published the architecture behind Agent Habitat, the offering that gives agents access to company knowledge and systems inside boundaries the company controls. The post sets out four principles: least authority for agents, containment of failures, accountable production changes, and governable delegated work. Replit says its existing microVM isolation prevented exploitation of recently disclosed Linux kernel vulnerabilities, and that connector credentials stay outside the agent's context, with a credential broker authorizing each request before retrieving secrets from a vault.

October 28Wednesday
  1. inclusionAI Repositories28

    UBTree Project Page: Parallel Tree Drafting with Unigram and Bigram Models for Speculative Decoding

    The UBTree project page presents UBTree, a speculative decoding method that drafts parallel token trees using unigram and bigram models, detailed in arXiv:2609.39972. Demo videos compare UBTree against AR, DFlash and DSpark on Ling3 Tiny and Flash using unchanged HumanEval anti_shuffle and bf prompts, with all four methods producing identical output tokens. The site is plain HTML/CSS/JS served via GitHub Pages, with chart and table numbers stored in static/js/data.js.

October 27Tuesday
  1. Replit Blog75

    Replit Cloud Agents now let non-engineers contribute to company codebases

    Replit launched Cloud Agents for existing repositories, letting anyone on a team describe a change in plain language and have the agent open a tested pull request in GitHub or GitLab, available to all Pro and Enterprise customers. The agent runs each change in isolated cloud sandboxes, clicks through the running app, and attaches screenshots and video to the PR, while shared environments give every contributor a preconfigured setup that updates from the main branch. Replit also introduced early-access self-improving workspace memory, which turns review comments into team skills that engineers approve, and a Slack integration that lets users mention @Replit in a thread to start a change.

    Why it matters: Replit 把 Cloud Agents 接入企业既有代码库，让非工程人员以带测试视频的 PR 形式提交改动，展示了 AI 编码工具向团队协作流程延伸的一种路径。

  2. Sakana AI Blog40

    Sakana AI Opens Early Access for Sakana API Platform for Enterprises

    Sakana AI has opened an early access program for its Sakana API Platform, giving enterprise customers API access to its LLMs with organization- and workspace-level management of members and usage costs. The OpenAI-compatible API requires only an endpoint change, and Sakana Fugu and Fugu Ultra are available first, with Sakana Namazu and Fugu Max to follow. Features include role-based access control, CSV audit logs, budget limits, invoice payment, MSA and DPA, and a commitment not to train on customer inputs.

  3. Apple Newsroom40

    Apple unveils new iMac with M6

    Apple announced a new iMac powered by the M6 chip, featuring an up-to-12-core CPU and GPU with Neural Accelerators in each core, plus a Dual 16-core Neural Engine for up to 5x faster on-device AI than M4. Apple claims up to 18x faster performance than the most popular Intel-based iMac and up to 12x faster AI prompt processing in LM Studio versus M1. Pre-orders open October 28, with availability from Friday, November 6.

  4. Google Developers Blog58

    Google A2UI adds swappable inference formats, with Express cutting latency up to 3x

    Google released swappable inference formats for A2UI, its agent-optimized protocol for generative UI, letting agents generate an intermediate format that SDK compilers turn into validated A2UI messages. The new default, A2UI Express, uses up to 3x fewer tokens than Direct JSON for the same UI and cuts latency up to 3x, and it ships in the Python (a2ui-agent-sdk 0.9.0), TypeScript (@a2ui/agent) and Dart SDKs. Google also showed decision models such as TypeSafe's Jev choosing among predefined layouts, which it says can reduce latency up to 80x; in the Apparite example, screens were complete in 0.8 to 1.7 s across 11 prompts.

  5. Apple Newsroom58

    Apple Creator Studio adds AI assistants, MCP support, and MotionVFX in Final Cut Pro

    Apple introduced updates to Apple Creator Studio that bring an intelligent assistant built on Apple and third-party models to Keynote, Pages, and Numbers, plus Model Context Protocol support so external AI agents can read content and perform edits in those apps. Final Cut Pro for Mac now includes built-in MotionVFX and Content Hub stock video, Logic Pro gains a beta assistant and a Stem Splitter that separates drums, and Pixelmator Pro adds Generate Fill for natural-language image edits. The updates arrive on the App Store this November, free for existing subscribers, with new subscriptions at $12.99 per month or $129 per year.

October 26Monday
  2. Google Developers Blog58

    Google Docs and Drive add native markdown preview, editing and collaboration

    Google Workspace now lets users view, edit and collaborate on markdown (.md) files natively in Google Docs and Drive, without converting them to another format. Files keep their .md type and a visible badge in the document header, while Drive offers rendered previews with tables and hyperlinks or a toggle to raw text. Google positions markdown as a shared language for humans and AI agents, with real-time co-editing, line-level comments and version history covering both human and agent revisions; anyone with a Google or Workspace account can start by uploading an .md file to Drive.

  3. Mastra Blog40

    Mastra opens Knowledge, a self-hosted company brain for AI agents, to eight more design partners

    Mastra is opening its Knowledge service, a self-hosted company-wide context layer for AI agents, to eight more design partners on a first-come, first-served basis. Knowledge connects systems like Slack and Monday, keeps itself current, and supports separate knowledge bases per function with permissions at the individual, team and org level. Mastra says wiring a company-wide knowledge graph into its coding agents produced a noticeable improvement in shipped code quality.

  4. Apple Newsroom30

    Apple unveils all-new iPad mini with OLED display and A20 Pro

    Apple unveiled the all-new iPad mini, featuring an 8.5-inch OLED display with more than 2x the peak brightness of the previous generation, a thinner and lighter design, and the A20 Pro chip with Neural Accelerators in each GPU core and a Dual 16-core Neural Engine. It adds IP67 water and dust resistance, a 12MP Center Stage front camera, and Apple Intelligence with on-device processing and Private Cloud Compute. Pre-orders start October 28 in 36 countries and regions, with prices from $699 for the Wi-Fi model and $849 for Wi-Fi + Cellular.

October 23Friday
  2. Amazon Science38

    The science behind TorchNeuron, Amazon's new PyTorch backend for AWS Trainium chips

    Amazon released TorchNeuron, an open-source PyTorch backend that translates PyTorch code into operations executable on AWS Trainium systems with minimal or no code changes. It adds an opt-in adaptive eager mode that groups and compiles operations for near-compiled performance, plus multi-level NEFF caching; a shared compilation service cut time to first training step by about a third in a 64-process LLM test. The Annapurna team tuned and benchmarked it using 841 representative models distilled from hundreds of thousands of open-source models.

  3. Microsoft Research58

    Microsoft Research releases Flint-interactive, a language for AI-generated interactive data visualizations

    Microsoft Research released Flint-interactive, a language built on Flint that lets agents and developers create interactive data visualizations through high-level semantic events and update operators. Flint's compiler handles hit testing, layout, rendering and visual dependencies, so users specify interactions such as linked brushing, highlighting or viewport changes without writing low-level visualization code. It is available through Flint-MCP and MCP Apps in chat environments, the Flint Interactive Canvas for dashboards and data stories, and a programming API for bespoke interactions.

October 22Thursday
  1. Sakana AI Blog58

    Sakana AI launches Sakana Aquarium, an ontology-based AI agent platform for enterprise decisions

    Sakana AI announced Sakana Aquarium, a platform for building, running and operating AI agents that support organizational decision-making and execution on top of an ontology. The platform combines three parts: an Ontology that organizes knowledge, rules and data with their meanings and relationships while connecting existing sources without migration; Governance that sets access permissions and pre-execution approvals and logs everything from decision rationale to execution results; and Managed Agents that deploy workflows covering information lookup, AI judgment, function execution and human approval. Sakana AI says the data connections and ontology can be reused across agents, and that the platform grew out of its FDE-led work with financial institutions such as MUFG, SMBC Group and Daiwa Securities Group.

  2. Modal Blog71

    Modal releases Spindle, an open-source Tinker-compatible training server

    Modal released Spindle, an open-source, Tinker-compatible training server that runs in a customer's Modal workspace, letting teams customize the stack and pay for GPU time instead of tokens. Spindle supports full-parameter training and multi-LoRA across open models, and Modal reports that sharing one trainer across 8 clients cut cost per 1M output tokens by up to 80% versus Tinker on a DAPO-math GRPO job. Modal says Spindle is still in beta and positions it between its Dojo training library and raw cluster primitives.

    Why it matters: Modal's open-source Spindle server offers teams a Tinker-compatible alternative that trades per-token pricing for GPU time, with multi-LoRA sharing reported to cut costs by up to 80%.

  3. MiniMax Blog62

    MiniMax Code launches Mini App runtime with hosted MCP and open-source repository

    MiniMax launched Mini App in the MiniMax Code desktop app, a plugin-format application with a frontend and a Node.js backend that keeps the Agent's work on a page that stays live instead of scattered across conversations. The release includes a runtime with a persistent data directory, hosted MCP, the Agent API, Host Connectors and in-page tool approvals, plus /miniapp-creator for going from a one-sentence request to a working page and official Mini Apps in the plugin marketplace. MiniMax Bot is itself a Mini App, and its source code along with community-built Mini Apps now lives in the open-source MiniMax-Code-MiniApps repository; Mini Apps are available in local sessions on macOS and Windows.

    Why it matters: MiniMax Code 把 Agent 的工作从对话流搬进常驻页面，并公开了 Mini App 的运行时与开源仓库，为 Agent 工具形态提供了一种可参考的架构。

  4. Google Developers Blog58

    Google Cloud API Gateway adds streaming support in Public Preview

    Google Cloud API Gateway now supports streaming in Public Preview, letting SSE, chunked HTTP, WebSocket and gRPC streaming endpoints sit behind the same gateway and policies as existing APIs. Streaming is enabled with a single --enable-streaming flag at gateway creation, requires no changes to the API spec, and keeps API key enforcement, JWT validation, service account auth and Cloud Logging and Monitoring working as before. Gateways also get a deterministic default hostname of GATEWAY_ID-PROJECT_NUMBER.REGION.gateway.dev, and streams can stay open for up to one hour.

October 21Wednesday
  1. Modal Blog58

    Modal releases Dojo, a library for production-grade LLM training

    Modal released Modal Dojo, a training library that provides building blocks, tuned default recipes and an observability dashboard for production-grade LLM post-training. It builds on open-source frameworks Miles and Slime, supports models from half a billion to multi-trillion parameters, and exposes an API and CLI that agents can drive to launch and debug runs. Modal says Axiom Bio used it to scale to 64k-context DeepSeek V4.1 Flash runs on 64 B300s, and Afterquery trains Kimi and DeepSeek at 256k context length.

  2. Google AI · DEV58

    Google Antigravity adds Claude Opus 5.5 and Sonnet 5.5 with mid-session model switching

    Anthropic's Claude Opus 5.5 and Claude Sonnet 5.5 are now officially available in Google Antigravity across Antigravity 2.0 Desktop, the CLI, and IDE extensions for VS Code, JetBrains, and Visual Studio. Opus 5.5 targets heavy reasoning and multi-file architectural refactoring, while Sonnet 5.5 serves as a faster, lower-cost option for day-to-day coding. Developers can switch models mid-session via the dropdown or /model claude-opus-5-5 in the CLI without losing context, terminal states, or workspace artifacts, and admins enable the models and set spend limits in Google Cloud Console under Gemini Enterprise.

  3. Google Developers Blog58

    Google Agents CLI 1.8.0 ships Extension System and first-party LangChain extension

    Google's Agents CLI now includes an Extension System, introduced in v1.5.0, that lets developers override or add commands without forking the tool, and v1.8.0 ships a first-party LangChain extension. The LangChain template scaffolds a project with no google-adk dependency that deploys to Cloud Run through the same code path as an ADK project, while six ADK-coupled commands such as playground, run and eval generate are replaced or cleanly refused. Extensions are distributed as directories in Git repositories with a lockfile pinning an exact commit SHA, and the system is marked experimental in v1.8.0.

  4. Every76

    Review: Claude Duet, Anthropic's Always-On Personal Agent

    Every tested Claude Duet, Anthropic's always-on personal agent launching today in research preview, and found it the first personal agent worth calling a pro tool. Duet runs on Opus 5.5 in its own iOS, Android and web app separate from Claude, splits recurring topics into channels, tracks what it is working on and what it needs from the user, and edits docs, slides, designs and dashboards in place. The reviewer still flags gaps: it can see but not direct Claude sessions on the computer, its email drafts trail OpenAI's Dot, scheduled runs cannot reach custom connectors, and there is no real voice mode yet, only transcription.

    Why it matters: A hands-on comparison of Anthropic's new always-on agent against OpenAI's Dot, useful for judging where personal agents still fall short.