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Nov 13Fri
  1. Google Blog AI82

    Google Search gets a major upgrade with Gemini 4 Hydrogen

    Google announced that Gemini 4 Hydrogen, described as the biggest model upgrade to Search yet, is now available globally in Google Search for all users. The company says it improves understanding of intent for nuanced multi-part questions and typos, strengthens query fan-out and linking to surface more helpful sites, and delivers more visual responses such as images, comparison tables and custom tools, with richer language understanding across supported AI Mode languages.

    Why it matters: Useful for readers tracking how Google is integrating its Gemini models into core Search features and what changes users can expect.

  2. AWS Machine Learning Blog71

    Run agents securely and efficiently with the next generation AgentCore runtime

    AWS announced updates to the Amazon Bedrock AgentCore runtime that keep each session in its own hardware-isolated Firecracker MicroVM while starting sessions up to 15x faster, scaling to 4x more compute (up to 8 vCPUs and 32 GB, with container images up to 10 GB), and running up to 68% more efficiently. The runtime now reclaims memory within minutes of release and scales idle agents to zero, and agents can dynamically mount and save work to a filesystem such as an Amazon S3 bucket with FUSE support so data stays inside the trust boundary. The next generation runtime is available today in AWS Regions across North America, South America, Europe, and Asia Pacific.

    Why it matters: Announces concrete performance, scaling, billing, and data-isolation changes to a managed agent runtime, with customer metrics and availability details useful to teams planning production agent deployments.

  3. Mastra Blog47

    Introducing Private Model Gateways for Mastra Agents

    Mastra now lets agents route requests to self-hosted open-weight models through a custom model gateway, configured with a custom ID and referenced as a model prefix such as private/ollama/gpt-oss:20b. The post walks through creating a gateway for a local Ollama server, registering it on the Mastra instance, and setting AUTO_BLOCK_EXTERNAL_PROVIDERS=true to hide external providers in Studio's model picker. It requires @mastra/[email protected] or later and cites privacy/compliance and fixed infrastructure costs as motivations.

  5. Amp Chronicle50

    Bye Bye, Dial

    Amp is retiring its Dial and its four modes (low, medium, high, ultra) in favor of a model selector that lets users pick the model and its effort per thread, including mid-thread, and shows which subscription or API key will be billed or whether Amp credits are used. The change follows the addition of bring-your-own subscriptions and keys, which made the selected model determine billing as well as token production. New threads start on Staff Pick (Claude Opus 5.5 today), and existing threads keep running on their prior model.

  6. MarkTechPost71

    AWS Releases AWS Emulator: A Local Copy of 200+ AWS Services Built by AI Agents

    AWS has released AWS Emulator, a free, CC0-licensed local emulator of AWS APIs that runs on a laptop, dev server or in CI without an AWS account, built from 438 AWS API models covering 200+ services. Its code was written and reviewed entirely by autonomous agents, and release v1.0.322 passes 24,243 of 42,857 scored fidelity tests (56.6%), with KMS at 93.9% and CloudFormation at 15.8%. AWS lists limitations including no IAM evaluation, a single region and account, in-memory short-lived resources, and telemetry on by default.

  7. Hacker News AI48

    Near AI Gateway: Easily Use Private AI from Claude, Codex and Open Code

    Near AI Gateway is a macOS app that routes AI requests from Claude Code, Codex and OpenCode through NEAR AI private models once you sign in, connecting one tool at a time. It reads only folders you choose, redacts identifying information on your Mac, and lets you review every trace before deciding whether to share it, with accepted traces earning NEAR AI Cloud inference credits. It requires macOS 14 or later and is version 1.0.7 at 119 MB.

  8. Hacker News AI38

    Show HN: LessonFolk – Learn AI from an AI tutor, through MCP (open source)

    LessonFolk is a free, open-source site that teaches AI through short conversational lessons with an AI tutor inside the AI chat app you already use, tracking your progress. It offers 15 courses in a recommended order, from AI Foundations to How AI Models Really Work and Context Engineering for Long-Running Agents, with a short level check to skip what you already know. The courses and code are open source, and users can download or delete their data at any time.

  9. TechCrunch · AI38

    Phota Labs uses AI to turn everyday photos into professional-looking shots

    Phota Labs launched a new iOS app that uses a personal AI photo assistant to transform everyday snapshots into professional-looking images while preserving the subject's authentic appearance. Founded by Cecilia Zhang and Zach Xia, who met at Adobe, the a16z-backed startup raised a $5.6 million seed round last year and is launching as a free app before exploring a freemium model, with an Android app planned. The app offers different photography styles, from subtle edits to dramatic transformations like fisheye lenses and alternative angles, and adds invisible watermarks to edited images shared on social platforms.

  10. Claude Blog58

    Introducing Claude for Manufacturing

    Anthropic launched Claude for Manufacturing, a plugin with 17 skills covering sales, quality, operations, supply chain, design, and setup, which connects to Autodesk Fusion, Infor, Microsoft 365, and Oracle NetSuite so Claude can draft quotes, investigate failed inspections, diagnose breakdowns, and compile production reports. Skills are designed to end at a person's review and approval, and Claude can link figures and claims back to underlying data and documents. The plugin does not operate equipment; Anthropic says it is developing the Model Hardware Standard as a research preview for programmable equipment.

  11. Claude Blog58

    Operate Claude Managed Agents inside your security perimeter

    Anthropic announced a private beta of self-hosted Claude Managed Agents, which runs the full service—harness, sandboxes, credentials, and session history—in a customer's own cloud or on-premise, with model requests routed to Anthropic, Amazon Bedrock, Google's Agent Platform, Microsoft Foundry, or a customer gateway. The design separates the harness from the sandbox, keeps credentials out of the sandbox via vaults or a customer secrets manager, allows per-environment host allowlists, and exports session records over OpenTelemetry. Access is available by request through an Anthropic account team.

  12. Replit Blog64

    Replit Agent can now buy for your business and help you reach customers

    Replit Agent now supports Agentic Commerce, powered by Stripe's Link and Visa, letting it find and prepare purchases for a business while the owner approves the final total before any charge. It also adds Agentic Ads with Google, which builds and launches campaigns across Search, YouTube, Display and Discover and can add conversion tracking. Agentic Commerce is available for Core and Pro users starting in the US for one-time purchases, while Agentic Ads is available for Pro users worldwide.

    Why it matters: Useful for readers tracking how coding agents are expanding into business operations like procurement and advertising.

  13. Factory Blog55

    Launching Factory’s Cyber Defense Network

    Factory introduced the Cyber Defense Network, an ecosystem of cybersecurity companies whose findings connect into Security Factory, with founding partners including Snyk, Palo Alto Networks, Semgrep, Cogent, Casco, DepthFirst, and Detail. Partner findings flow into Security Factory, where Factory Droids investigate vulnerabilities, implement code changes, and validate fixes through testing across signals, triage, and continuous remediation stages. Factory plans to expand the network to additional cybersecurity innovators and model providers.

  15. Hacker News AI12

    Umo – Your AI CMO

    Umo is presented as an AI CMO and "first marketing hire" that learns your product, audience and market to determine where your marketing should go next. Its Audit feature is live, letting users drop their website and socials to get a breakdown of ICP, positioning, competitors and marketing opportunities, while Strategy is "coming soon" and Execution is "in development." Platform agents for TikTok, Instagram and Reddit are also in development, and a waitlist offers a founding member discount.

Nov 12Thu
  1. Databricks Blog42

    Genie in Slack is now Generally Available: Governed AI cowork, right where work happens

    Databricks announced the General Availability of the Genie app for Slack, which answers questions in channels, threads, or DMs using the same governed context and permissions as Genie in Databricks, with every answer citing its sources. Users can @mention Genie in channels or DM it, and through MCP connectors Genie can create or update documents, comment on tickets, and update records with approval before each change, as well as schedule recurring analyses and work with files. Genie in Slack follows the same governance as other Genie surfaces, running each question with the asker's identity across Unity Catalog and connected sources, with admins able to govern AI usage centrally in Unity Gateway.

  2. Hacker News AI58

    Show HN: Senku, an AI agent that can control your phone in background

    Senku is an Android AI agent, distributed as an APK rather than through Google Play, that uses Android's accessibility service to read UI elements and perform tasks in the background on a hidden screen while the user keeps using the phone. It requires permissions for display over other apps, microphone, accessibility, and wireless debugging, and it only views the screen during a task or when the user circles something; pricing is free to start, $20/month for Pro and $100/month for Max, with iOS not yet supported.

  3. Hacker News AI58

    Agent-access-review – an access review for AI agents' MCP configs

    Agent-access-review is a Python tool that discovers AI agents and MCP servers from Claude Desktop, Cursor and VS Code configs and from agents.yaml manifests, classifies what each can read, write, execute and send, and tests that access against 14 controls mapped to NIST 800-53, SOC 2, NIST AI RMF and the OWASP Top 10 for LLM Applications. It redacts secrets before hashing evidence with SHA-256 and exports a reviewer packet, a Keep/Modify/Revoke CSV and OSCAL 1.1.2 assessment results. A bundled demo reviews five example agents, and the author reports that copying MCP configs from official READMEs yielded 8 of 9 unpinned and 7 of 9 with unreviewed write/send/execute access.

  5. NVIDIA Newsroom12

    A New Dawn in the Cloud: ‘Warhammer 40,000: Dawn of War IV’ Is Coming to GeForce NOW

    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, featuring large-scale battles, base building and more than 70 campaign missions playable solo or in co-op. NVIDIA DLSS 5 with 3D-Guided Neural Rendering is coming to War Thunder in its mid-November Eagle's Shadow update and to Where Winds Meet on Monday, Nov. 23. Dragon's Dogma 2: Dark Arisen is streaming on GeForce NOW, and 10 games join the library this week.

  6. Hacker News AI58

    Show HN: Datatomcp – AI agents propose business definitions, a person approves

    Datatomcp is an AI-native data layer that connects databases, apps and sheets into versioned datasets, links them by shared IDs, and drafts business definitions that a person must approve before agents can use them. Agents query through read-only MCP tools or a REST API, with exact totals computed by the database and every question recorded in an audit log. It is free for 3 datasets and 2 people, with Pro at €12/month, and is hosted in the EU.

  7. Claude Blog32

    J. Crew brings its signature approach to styling to life with Claude

    J.Crew launched Style Advisor on JCrew.com, an AI stylist built with Claude Code using multiple Claude models (Fable, Opus, Sonnet and Haiku) that helps U.S. customers shop by complete outfit drawn from J.Crew's own photo shoots. Customers describe an occasion or start from a single piece and refine recommendations in a visual conversation, with every look based on J.Crew stylists' work. J.Crew plans to make it more personal over time and expand it to more markets and product lines.

  8. Hacker News AI34

    Show HN: MudGym's WebAssembly browser playground for AI agents in MUD2

    The post presents MUD2, one of the earliest online multiplayer games, compiled to WebAssembly and running in a browser tab, with much of the original C engine code, some dating to the early 90s, unchanged. The examples were built alongside MudGym, a reinforcement learning environment built around the game, and most are marimo notebooks running MudGym in Python in the browser through Pyodide.

  10. Hacker News AI20

    Show HN: Closed,Mechanical Mould Design AI Agent

    Closed is a mould design AI agent that accepts a customer STEP file or part photo, keeps the customer's part locked, and drafts stages including parting, core and cavity, layout, mould base, feed, side actions and ejection, logging each stage. It pauses for human decisions when a rule is violated, shows the source of every dimension from one of six non-AI origins, and supports switching between agent and manual mode on the same model. Nothing ships until the user approves it; the macOS and Windows studio plus iOS and Android apps are not yet available and builds go to a waitlist first.

  11. Hacker News AI40

    Show HN: Vibetime – see what you ship when coding with AI agents

    Vibetime is an npm-installable CLI that wraps Claude Code, Codex, Gemini, Aster, and Opencode in the terminal and uses session hooks to track the Claude Code, Codex, Cursor, and ZCode desktop apps, printing a session summary with git commits, line changes, and files touched when each session ends. It requires no config, daemon, or account by default, stores data locally in ~/.vibe/, and reads only git metadata, with an opt-in GitHub-based leaderboard that ranks sessions by commits with meaningful changes.

  12. Hacker News AI38

    Show HN: Wings – queue the next prompt while your AI is still working

    Wings is a macOS sidebar that docks beside AI desktop apps such as Claude, ChatGPT and Gemini so you can save a draft message while the AI is still working, then click it to paste it back into the input box. It never presses Enter, keeps notes locally with no account or upload, supports image notes, and offers ten interface languages. It follows or docks to many AI apps and terminals, though saving is not supported in terminals, and a Windows version is in progress.

  13. Hacker News AI46

    Adversarial defense for binaries/JS/Python against AI reverse-engineering agents

    BLA is a defensive tool for software authors that hardens build artifacts (JavaScript/TypeScript, Electron .asar and fuses, WASM, SQLite, Safetensors, GGUF, Go buildinfo, PE, Flutter/Dart, BEAM, EVM, PCAP, Python, PTX, and others) against AI reverse-engineering agents by planting decoys, tripping analyzer resource limits, and entangling sibling artifacts. It ships as a CLI (`npx bla-agents harden .`), an MCP/Skill setup for coding agents, and Vite/Rollup/Webpack/esbuild plugins, and reports 14/14 bundled benchmark targets passing input/output equivalence checks. The project states its empirical REA results were recorded on commodity hardware and that token/cost multipliers are internal estimates.

  14. Hacker News AI12

    Costcrew a app to manage AI spending

    A Rust-built app called Costcrew tracks how much the creator spends on AI over time and aims to answer how much they spend on AI and which AI is worth spending on. The post describes it as having many features to help manage AI spending, and links to a Hacker News discussion with 1 point and 1 comment.

  15. Hacker News AI22

    Show HN: MetaArena – Compare & Rank 5,353 Meta Global AI Hackathon Projects

    The author built MetaArena, a site that presents two projects from Meta's Global Developer Hackathon head-to-head and lets users pick the stronger one, ranking them on a leaderboard using the Bradley-Terry algorithm used by LLMArena and DesignArena. The hackathon had a $1M prize pool, 34K applicants, 20K accepted developers, and over 5K submitted projects, which made human review infeasible and AI rubric scoring disappointing.

  16. vLLM Blog63

    H3-Image Day-0 Support: 4K in 0.87s with Vera Rubin

    vLLM-Omni brought MiniMax H3-Image, an open-weight text-to-image and editing model, to NVIDIA Vera Rubin, reaching 0.87 seconds median for native 4096×4096 generation on four GPUs with SP4 and MXFP8 in a short-prompt serving benchmark. A separate SP1×DP4 throughput configuration delivers 6,115 images/hour, which the authors project to 146,755 images/day and, at an assumed USD 0.06879 per image, USD 105.16/GPU/hour gross revenue at full billable utilization before operating costs. The post also documents VAE decoding gains from CUDA Graph replay plus multiple streams (2.635 s to 0.213 s on four GB300 GPUs) and community validations on AMD, Intel, Huawei Ascend and Moore Threads hardware.

    Why it matters: Useful for readers weighing open-weight 4K image serving, since it separates latency and throughput operating points and labels its revenue projections as extrapolations before operating costs.

  17. OpenRouter Announcements58

    How We Built a Self-Correcting Localization System for OpenRouter

    OpenRouter launched beta localization into Simplified Chinese, Spanish, Brazilian Portuguese, German, French, Japanese, and Korean, using a daily pipeline that detects changed English strings, translates them with GPT-6.1 Sol, runs code checks, and has a second model verify meaning against the English, retrying with objections attached. Translations are committed as JSON catalogs in Git with fingerprints of their English source, and reader reports become glossary rules, style notes, overrides, or eval cases. A full retranslation of 16,918 strings into 7 languages costs about $460, versus about $7,200 at Smartling's published machine translation rate.

  19. Hacker News AI12

    Show HN: Nova Buddy AI – a friendly AI assistant for everyday people

    Nova Buddy AI is a browser-based everyday AI assistant that answers questions, drafts text and helps plan tasks, with no app install required and no sign-up needed to start. It offers five chat personalities, optional custom "Avatar AIs," and a Buddy memory feature for Buddy Plus subscribers, with a free tier of 50 messages a day and paid plans at $4.99 CAD/month or $79.99 CAD lifetime. The post also describes a Christmas promotion with free holiday tools and an advent calendar opening December 1.

  20. Hacker News AI60

    Show HN: Motion Debugger – A browser critic for AI slop

    Motion Debugger is a CLI and agent skill that critiques local pages in Chromium, recording entrances, scrolling, hovers, phone layout and reduced motion, then returns ranked fixes with screenshots. Its premium-motion skill runs an upgrade pipeline that keeps facts, links and forms while rebuilding layout and motion on a GSAP/ScrollTrigger/SplitText/Lenis stack or Motion in React. The author reports four single-run upgrades and a blinded four-pair A/B study where judges preferred the plugin's sites in all eight judgments, noting the sample is too small for significance.

  21. Hacker News AI58

    Show HN: gethome – a local-first smart home hub with AI

    gethome is a local-first smart home hub that runs on a small Linux computer such as a Raspberry Pi, unifying Matter, Zigbee (via Zigbee2MQTT and a USB stick) and MQTT devices in one app with no cloud account. It offers an assistant and plain-language rule creation using your own Anthropic or OpenAI key, while rules keep running without any AI key. The code is source-available under the PolyForm Noncommercial License 1.0.0, with commercial deployments requiring a separate license.

  22. Hacker News AI58

    Show HN: Lynx – open-source fully-customizable AI workspace

    Lynx is an open-source, fully-customizable AI workspace that runs entirely on your device and uses your own local Claude Code or Codex subscriptions, with interactive UIs at the center of agent interaction rather than chat. It supports connecting any service via MCP or API, official and community templates, a point-to-edit tool, and cron-scheduled tasks, and is released under the MIT license. The author describes it as an experiment, noting they have done over 80% of their daily work from Lynx for a couple of weeks.

  23. Codex Releases10

    0.170.0-alpha.2

    This page is a GitHub Changelog entry titled "0.170.0-alpha.2"; the supplied material consists only of site navigation and product menu text, with no details about the release itself.

  24. AWS Machine Learning Blog58

    Introducing the Web Search API on Amazon Bedrock AgentCore

    AWS announced the Web Search API on Amazon Bedrock AgentCore, which lets developers call the InvokeWebSearch operation directly from AWS SDKs or the AWS CLI with SigV4-signed IAM credentials, without creating a gateway or other resources. It returns up to 25 ranked results from an Amazon-operated web index, each with a text extract and, when available, title, URL, and publication time, and supports domain and publication-date filtering. It is available in six Regions and billed at $7 per 1,000 queries, complementing the existing AgentCore Gateway path.