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November 12Thursday
  1. AWS Machine Learning Blog28

    Automating AWS Agent Registry updates with a push-based architecture

    AWS outlines an event-driven pipeline that keeps AWS Agent Registry records for MCP servers current without manual updates. AWS CloudTrail captures UpdateAgentRuntime API calls, Amazon EventBridge routes them across accounts, and a Lambda function queries the MCP server's tools via AgentCore Identity OAuth tokens, then diffs and updates the matching registry record. The sample updates existing records only and supports both single- and multi-account setups.

  2. Google Developers Blog58

    Google engineer uses Gemini 4 Argon and Z3 to catch Go bounds-check bugs fuzzing misses

    A Google engineer who leads the company's agent skills program built a pipeline in which Gemini 4 Argon reads Go source and RISC-V disassembly and translates surviving runtime.panicBounds traps into Z3 constraints, then go test replays any satisfying input as a real reproducer. The workflow caught all three planted bugs and three latent bugs in skill-lint, while unseeded go test -fuzz missed two of the planted crashes because Go checks slices against capacity rather than length. Clipping capacity to length with data[:len(data):len(data)] made the fuzzer crash both overrun bugs in all three runs, with a median of 0.28 s and 0.17 s.

  3. Google Developers Blog58

    Google Agent Anomaly Detection scores on five public agent-security benchmarks

    Google ran its Agent Anomaly Detection, in Private Preview on Gemini Enterprise Agent Platform, against five public agent-security benchmarks it did not write, scoring 1,774 sessions. It flagged 87% of harmful instructions the agent actually carried out, with false alarms on 2% to 16% of benign sessions, and caught only 4 of 18 sessions where poisoned long-term memory drove the agent to act. The tests used an agent built with the Agent Development Kit (ADK) on gemini-2.5-flash, covering AgentDojo, InjecAgent, Agent Security Bench, AgentDyn and AgentHarm.

  4. Google Blog · AI55

    Google Labs launches Tabletop, a real-time collaborative space for group planning

    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.

  5. Claude Blog40

    Anthropic's Claude Tag guide for startups: top Slack channels and use cases

    Anthropic published a Claude Tag (beta) guide for startups, based on conversations with eight high-growth companies about where they deploy the Slack-based agent first. The guide covers five common setups — on-call triage, thread-to-PR, company brain, self-serve data, and reporting — plus a getting-started checklist. Cited results include a PR opened 21 minutes after a Slack mention and 134 pull requests merged from Slack threads at NavigateAI.

  6. Claude Blog78

    Anthropic launches Claude Meetings in beta for Google Meet on Team and Enterprise plans

    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.

  7. Claude Blog78

    Anthropic makes Claude Opus 5.5 the default model on Pro, Max, Ultra and Team plans

    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.

  8. Claude Blog56

    Anthropic opens private beta of self-hosted Claude Managed Agents

    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.

  9. Figma Blog42

    How 3D transforms and Figma's agent brought a launch video to life

    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.

  10. Claude Blog58

    Anthropic launches Claude for Manufacturing with 17 skills and Autodesk, Infor, Microsoft 365 and NetSuite connectors

    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.

  11. Claude Blog31

    J.Crew launches Style Advisor AI stylist built with Claude Code

    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.

November 11Wednesday
  1. ElevenLabs Blog25

    ElevenLabs Launches Partner Program to Speed Up Enterprise AI Agent Adoption

    ElevenLabs launched its Partner Program with enhanced commercial incentives, new certifications, joint go-to-market opportunities and dedicated technical support. The program covers 550+ active partners in 44 countries, and the partner ecosystem has generated $315 million in pipeline and over $52 million in partner-sourced and partner-influenced revenue this year. ElevenLabs aims for partners to earn $3 in services revenue for every $1 it generates, backed by forward-deployed engineers and a new certified partner directory.

  2. ElevenLabs Blog58

    ElevenLabs Summit NYC: Interaction Engine, ElevenAgents Memory and Routines, ElevenAI app, Partner Program and Marketplace

    At its New York Summit, ElevenLabs announced new models, agents and deployment options for its AI interaction layer, including the Interaction Engine that manages turn-taking and routes each part of a conversation to a cheaper or frontier LLM. ElevenAgents gains Memory, which builds a structured record of returning customers, and Routines, an automation layer for multi-step work before, during and after calls. ElevenLabs also previewed the ElevenAI workplace app with free early access opening today, launched a Partner Program now at more than 550 partners in 44 countries plus a McKinsey alliance, and introduced the ElevenLabs Marketplace; NVIDIA's Nemotron 3.5 Super VL is now available in ElevenAgents alongside 15 MW of new Vera Rubin compute capacity.

  3. ElevenLabs Blog40

    ElevenLabs Launches Marketplace for Enterprise-Ready AI Applications

    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.

  4. ElevenLabs Blog25

    McKinsey and ElevenLabs Form Alliance to Scale Conversational AI in the Enterprise

    McKinsey and ElevenLabs announced an alliance to help organizations prove the value of conversational AI through initial use cases before scaling across the enterprise. The partnership combines McKinsey's industry and transformation expertise, including QuantumBlack's AI engineering, with ElevenLabs' frontier conversational AI technology and ElevenAgents platform. Dutch telecom KPN is already using the new AI-powered solutions, and the alliance plans to extend the approach to service-intensive industries such as insurance.

  5. ElevenLabs Blog22

    How Enterprise Clients Are Putting ElevenLabs AI to Work

    ElevenLabs says enterprises now account for more than 55% of its revenue, with its technology in daily operations at five of the 10 largest tech companies, five of the 10 largest insurers and four of the 10 largest telecoms. At its NYC Summit, clients including Ramp, Customers Bank, Banco Inter, Clover Health and FOX Sports described using ElevenAgents and ElevenCreative for support agents, onboarding, multilingual service and an AI persona of commentator Colin Cowherd in the FOX Sports App.

  6. Hugging Face Blog42

    Tether AI Research Releases BotPsy: A 0.8B On-Device Agentic Model Built on Qwen3.5-0.8B

    Tether AI Research released BotPsy, a 0.8B-parameter agentic model built on Qwen3.5-0.8B for on-device personal-assistant tool use. It roughly doubles its base model's agentic scores, with BFCL v4 rising from 23.4 to 44.0 and τ-bench from 23.2 to 51.5, and beats every model up to 1.2B parameters tested across six tool-use benchmarks. It also cuts unsafe responses to 21% from 36% and uses about 3× fewer reasoning tokens on GPQA Diamond.

  7. NVIDIA Blog22

    How AI Helps Recyclers Turn Mixed Waste Into Reusable Material

    NVIDIA highlights four Inception startups using AI and robotics to sort mixed waste at recycling plants. AIRECO's Jetson Orin NX pilot line tops 95% recognition accuracy and targets raising annual capacity from 18,000 to 48,000 tons while cutting operating costs by 85%, and EverestLabs has deployed about 150 vision-guided robots across North America and Australia.

  8. Vapi Blog58

    Vapi launches Agent Loop in early access, a self-improving harness for voice agents

    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.

  9. Microsoft Research75

    Microsoft researchers describe Lazarus, a backdoor that reprograms dormant neurons in AI agents

    Microsoft researchers have described Lazarus, a backdoor technique that reprograms fewer than 10 dormant neurons in an LLM so an agent built on it emits attacker commands when a hidden trigger appears, with no retraining required. The modified model still passes standard evaluations and behaves normally until the trigger, which can be as simple as a date change, and the agent then runs the downloaded code with whatever access it was given. The authors say detection requires diffing against the original weights, and Microsoft Foundry already ties open-weight models to their publishers and scans their containers, while red-teaming harnesses, agent-based weight scanning and signed models with tamper-evident provenance are in development.

    Why it matters: Microsoft researchers show that reprogramming fewer than 10 dormant neurons can backdoor an LLM agent without retraining, which makes weight provenance and integrity a practical security requirement.

  10. LangChain Blog58

    LangChain explains retrieval techniques for AI agent context engineering

    LangChain published a blog post on how retrieval design shapes context engineering for AI agents, using a competitive analysis agent built on its Deep Agents harness as the example. The post covers three failure modes, inefficient searching, loading too much context at once, and irrelevant or stale results, and pairs each with techniques such as glob and grep filesystem tools, paging through large files with read_file offsets, offloading oversized tool results to files, and delegating reading to subagents under a retrieve, offload, delegate pattern. It also warns that retrieved text is data rather than instructions and can carry prompt injection, so outputs should be checked against cited sources.

  11. LangChain Blog60

    LangChain explains how Deep Agents manages context without keeping everything in the window

    LangChain details how its open source Deep Agents harness uses middleware to fight context rot on long agent runs. Tool results over roughly 20,000 tokens and user messages over 50,000 tokens are offloaded to files with only a preview shown, while summarization condenses older messages once usage hits 85% of the context window. Skills, subagents and a markdown long-term memory file keep the main agent's window small and let memory carry over across models and providers.

    Why it matters: LangChain explains how its open source Deep Agents harness uses middleware to offload, summarize and isolate context, offering a reusable pattern for agents on long tasks.

  12. Google Blog · AI50

    Gemini Intelligence expands to Motorola signature 27 and Pixel 10 with new features

    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.

  14. Meta Engineering Blog58

    Meta details how Your Algorithm turns natural-language preferences into Facebook Feed and Reels recommendations

    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.

  15. Google DeepMind88

    Google DeepMind releases Gemini 4 Carbon for agentic coding, cybersecurity and scientific reasoning

    Google DeepMind made Gemini 4 Carbon available to developers, enterprises, scientists and consumers, positioning it above Gemini 4 Argon for tasks that need deeper reasoning and more tokens. Carbon ranks #1 on CursorBench 4.0, Perplexity's WANDR and Zapier's AutomationBench at more than 2X lower cost per task than the next best external model, and is priced at $2 per million input tokens and $10 per million output tokens, the same introductory price as Argon. Google also previewed /swarm in Google Antigravity, which turns a single prompt into a coordinated team of agents, and reported that Carbon blocked 99% of attack trajectories in simulated cyberattack testing.

    Why it matters: Google's release notes detail how Gemini 4 Carbon trades higher token usage for deeper reasoning, ranking first on CursorBench 4.0, WANDR and AutomationBench at under half the per-task cost of the next external model.

  16. NVIDIA Blog60

    NVIDIA Contributes OpenShell Agent Runtime to CNCF and Adds DSX Kubernetes Tools

    NVIDIA is contributing OpenShell, its open source runtime for securing and governing autonomous agents, to the Cloud Native Computing Foundation as a Sandbox project, and is also contributing to Google-led Agent Substrate. NVIDIA announced three new DSX AI Factory Platform components: NVIDIA Kubernetes Engine and NVIDIA Kubernetes Recipes, now in public preview, and NVIDIA Snapshot, which restores checkpointed replicas in seconds without model reload or warmup. Crusoe tested GLM-5.3 on Crusoe Cloud and cut workload ready time from roughly eight minutes to 31 seconds, while Saturn Cloud reduced vLLM startup from between two and 8.5 minutes to six and 34 seconds.

    Why it matters: NVIDIA contributes its agent security runtime OpenShell to CNCF and adds Kubernetes tooling for GPU AI factories, with early Snapshot results cutting inference startup from minutes to seconds.

  17. Mastra Blog38

    Mastra Forward: Mastra launches AI engineering service with forward-deployed engineers and agent factory

    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.

  18. Google Developers Blog75

    Google releases A2UI 1.0, a stable open protocol for agent-generated native UI

    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.

  19. Mastra Blog58

    Mastra adds MCP Tasks for background long-running tool calls

    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.

November 10Tuesday
  1. Google Blog · AI38

    Google and Adobe expand partnership to bring Acrobat and creative tools into Gmail, Drive, Gemini and Search

    Google and Adobe are expanding their partnership to embed Adobe's creative and productivity tools directly into everyday Google apps, and to bring Google's frontier AI models into Adobe's apps. Google Drive and Gmail will soon surface Adobe Acrobat as a suggested app with an "Edit with" entry point in file previews, while Adobe is adding Acrobat and creative tool connectors to Gemini and Gemini Enterprise and bringing creative tools to AI Mode in Google Search. Businesses can use Adobe's CX Enterprise Coworker agent in Gemini Enterprise, and Adobe with Google DeepMind will explore an image model for Photoshop that could enable near-real-time edits.

  2. Google Blog · AI58

    Google Cloud launches Gemini for healthcare to automate clinical and administrative workflows

    Google Cloud announced Gemini for healthcare, an AI solution that unifies fragmented clinical, operational and administrative systems by connecting to electronic health records, billing platforms, clinical guidelines and Medicare datasets. The platform reasons across that context to orchestrate multi-step workflows such as medical records synthesis and prior authorization review within defined guardrails and with human oversight. It is initially available in preview with launch partners including HCA Healthcare, Highmark Health and Northwell Health, targeting the roughly 28 hours a week clinicians lose to paperwork.

  3. LangChain Blog59

    How Stripe built Kai on Deep Agents in one week

    Stripe built Kai, its company-wide Knowledge AI Platform, on LangChain's open-source Deep Agents harness, with one engineer shipping the initial version in a single week. The stack layers a Stripe-specific harness and configuration layer over Deep Agents, using filesystem middleware backed by S3, sandbox middleware for code execution, summarization middleware for long sessions, and skill-based dynamic tool loading across 500+ internal MCP tools and 1,000+ skills. Kai grew from 296 to over 5,000 users in roughly four weeks and is now used weekly by 83% of Stripe across more than 60k sessions.

  4. Google DeepMind82

    Google DeepMind introduces AlphaProof Code, formally verifying Signal's cryptographic code

    Google DeepMind researchers used AlphaProof Code, a multi-LLM agentic framework, to formally verify key security properties of the actual code underlying the Signal protocol. Agents powered by Gemini Carbon generated over six million lines of Lean, and human experts reviewed only about one percent of the codebase; the verification took four weeks, a task that historically takes expert teams years. When two previously fixed bugs were reintroduced into an isolated version of Signal's code, the system produced machine-checked proofs that the buggy versions were insecure, and DeepMind is open-sourcing its formal verification artifacts.

    Why it matters: Google DeepMind's multi-agent framework formally verified Signal's deployed cryptographic code in four weeks, a task that historically takes expert teams years.

  6. LangChain Blog50

    LangSmith BYOC on AWS is generally available

    LangSmith Bring Your Own Cloud (BYOC) is now generally available on AWS, giving enterprises a managed LangSmith deployment that runs in their own AWS account and VPC. Sensitive data such as traces, datasets, experiments, prompts, agent deployments and sandbox data stays in the customer's AWS environment, while LangChain handles monitoring, upgrades, scaling and cluster lifecycle management. BYOC is available for Enterprise customers across 15 AWS regions in the US, EU and APAC.

  7. Mastra Blog25

    Mastra Launches Mastra FDE Forward-Deployed Engineering Program

    Mastra launched Mastra FDE, a forward-deployed engineering program open to any team building agents, embedding Mastra engineers in customer teams from architecture through production. Engagement ranges from 6 hours per week in a consultative capacity to 20-40 hours per week actively building, backed by a shared Slack channel with Mastra's founders and engineers plus Mastra Enterprise. Mastra says the program costs less than one senior AI hire.

  8. Claude Blog34

    How Curative built a national provider network with agents on Claude

    Curative built a hierarchy of agents on Claude to sign provider contracts about 50 times faster than its team did in 2025, reaching 23,000 contracts signed with its agent Gwen and 2,000 to 2,400 new contracts a week. Gwen handles one provider deal per run, mostly on Claude Opus, while a Sonnet rate reviewer clears about two-thirds of its above-template rate requests and a Haiku judge reads every message before it is sent. Each contract takes about 20 million tokens, roughly a tenth of the original cost, and Curative's contracting team has grown from 45 to about 55 people, each about 2.5 times as productive.

  9. Claude Blog78

    Claude opens connected apps beside the chat and works inside them

    Anthropic is rolling out an update that lets supported interactive connectors open a full tool beside the conversation or in full screen, and lets Claude make changes to an open page, row or file that users approve the same way as connector actions. The rollout covers the web and the Claude desktop app on all plans, starting with tools including Asana, Canva, Carta, Dropbox, monday.com, Smartsheet, Vercel and Webflow, with Figma, Harvey and Shopify building integrations. The connectors run on MCP Apps, and Claude now supports more of that extension, such as app tools and embedded sites, in public preview for developers.

    Why it matters: Claude's connectors now open full tools beside the chat and let Claude edit pages, rows and files directly, with the same approval flow as connector actions.

  10. Mastra Blog25

    Mastra Platform Launches $25 Starter Plan With Dedicated Server

    Mastra Platform introduced a $25 Starter plan that raises monthly allowances for compute, data, and observability events and includes one Small dedicated server with its compute covered. Allowances are now higher on every plan, and the free tier is renamed Free, where a serverless agent stays free to run. Projects run serverless or on Small, Medium, or Large servers, and Mastra Connect adds a connection allowance per plan.