source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
SUNDAY, OCTOBER 11, 2026
Hacker News1868X 主题热门1650ChainCatcher117CNBC78PANews67Coinness53Channel News Asia50SouthChinaMorningPost36Crypto.news31YahooFinance31Verge24CoinDesk23Kotaku20MacRumors209to5Mac19Cointelegraph19Variety18aihot17IGN17Decrypt13TechCrunch13TechPowerUp13Guardian139to5Google12AMBCrypto12DW12Eurogamer11FoxBusiness11Wccftech10NintendoLife9BBC World8BusinessInsider8NBC7VideoCardz7BitcoinMagazine6CNET6Engadget6Gizmodo6Polygon6WarhammerCommunity6ArsTechnica5CNN5Gematsu5Investor'sBusinessDaily5XBOXWire5Register5AppleInsider4bgr4CBS4Fortune4Futurism4GSMArena4Mashable4Notebookcheck4NYT4PushSquare4SeekingAlpha4USAToday4VideoGamesChronicle4AlJazeera3BleepingComputer3MotleyFool3Fox3Lifehacker3PokémonGOHub3Hacker3BostonGlobe2DigitalFoundry2DroidLife2DSOGaming2Euronews2KSL2Motor12MyNintendo2Nature2Newser2NPR2CrudeOilPricesToday2RockPaperShotgun2SeattleTimes2Yahoo2Tom'sGuide2WindowsCentral2WIRED2Yahoo224/7WallSt.16abcPhiladelphia1ABC7NewYork1ABC1AlineaInsightnewsletter1AndroidCentral1AndroidPolice1AOL1NikkeiAsia1Autocar1AVClub1Bank of England1Barron's1Beebom1Benzinga1BloodyDisgusting1BuzzFeed1Carscoops1CFTC1ChromeUnboxed1Cleveland1CreativeBloq1CNN1EventHubs1Federal Reserve1DetroitFreePress1FTC1GameDeveloper1GameFile1GameRant1garymarcus.substack1GeekWire1HotHardware1HouseDigest1Independent1InsiderGaming1InvenGlobal1KTLO1KUTV1Morningstar1MP1st1MyNorthwest1ABC7WWSB1NBC5Chicago1NBCSports1MicrosoftSource1NewYorkYIMBY1NintendoEverything1NintendoWire1OMG!Ubuntu1PaulKrugman1PCGamer1PennLive1Phoronix1Pocket-lint1Pokemon1PureXbox1OutlookRespawn1RetractionWatch1Road&Track1RPGSite1ScienceAlert1SEC1SFGATE1YahooFinanceSingapore1Slate1SpaceNews1Syracuse1TimesSquareChronicles1YahooTech1TechRadar1Hill1Outerhaven1Times1TMZ1TopGear1TweakTown1YahooUK1OutsideMagazine1VGChartz1EdZitron'sWhere'sYourEdAt1WolfStreet1YankoDesign1ZDNET1
  1. 001Hacker NewsOCT · 11English

    Hermitd, a Claude Code plugin like Claude Tag, but local

    Hermitd is a Claude Code plugin that runs an always-on agent locally on your machine, accessible via terminal, Claude app, or messaging platforms like Discord and Telegram. It handles ongoing responsibilities like system monitoring and routine maintenance, maintaining state across sessions and proactively checking for work that needs attention.

    By gtapps
  2. 002Hacker NewsOCT · 11English

    Trama – See your agent's changes as state machines before any code

    Trama is a tool that helps AI agents write code by visualizing software behavior as state machine diagrams. Users describe requirements in natural language, the agent asks clarifying questions, and Trama displays proposed changes as a visual map before code is generated, flagging discrepancies between code and design.

    By nicchia
  3. 003Hacker NewsOCT · 11English

    Show HN: I'm a 14-year-old building my first startup, Titan

    A 14-year-old built Titan, an AI agent that runs on your computer, sees your screen, controls your apps, and remembers your preferences. Unlike chatbots in browser tabs, Titan can act directly in applications like Notion, Slack, and GitHub, and visually annotate your screen to show rather than tell. It's available free to start with paid tiers up to $200/month.

    By Vidigoat
  4. 004Hacker NewsOCT · 10English

    Ario – a bounded agent runtime where a local PASS cannot become global truth

    Ario is a bounded agent runtime project designed to prevent local consensus from becoming global truth, published in October 2026 as version 5. The project is available on GitHub under the Mrxxir organization.

    By Sepehr Ghanbari
  5. 005Hacker NewsOCT · 10English

    What LangGraph Builds: Runnables, Channels, Bubble-Up, Agents and Deep Agents

    A technical deep dive into LangGraph's internals, exploring how its core Pregel machine unifies graphs, ReAct agents, and deep agents through different configurations. The author examines the foundational concepts of Runnables, Channels, and Reducers by analyzing source code and running offline experiments with pinned library versions.

    By Tamir Dresher
  6. 006Hacker NewsOCT · 10English

    Design for Agent GUIs

    This article discusses design principles for agent GUIs, proposing a visual approach where agents work alongside users in documents with tracked changes and spatial resolution, rather than in sidebars or command lines. It explores concepts like spatially-resolved agents with carets, redlines for user control, and multiplayer collaboration features including shared conversations and live document editing with colleagues.

    By Alan Yahya; Lexifina
  7. 007Hacker NewsOCT · 10English

    Show HN: Iimos – an AI app that ships as one chat box and rewrites itself

    Iimos is an AI agent application that ships as a single chat box and can rewrite its own code, UI, and system prompt in response to user requests. Everything runs locally on the user's machine with their choice of LLM endpoint, and changes are version-controlled with automatic rollback on failure.

    By woodchange
  8. 008ChainCatcherOCT · 10English

    The dark side of the moon development has a model with 50 trillion to 60 trillion parameters, Kimi K3.1 is expected to be released before mid-October

    Dark Moon is developing a large AI model with 50-60 trillion parameters, roughly double the size of its Kimi K3 model released in July, though training is constrained by computing power limitations. The company plans to release Kimi K3.1 before mid-October with enhanced Agent capabilities for long-duration task completion.

  9. 009Hacker NewsOCT · 09English

    Show HN: Memdebug – See what changed in your AI agent's memory, and undo it

    Memdebug is a local tool that monitors AI agent memory stored in folders, git repositories, or platforms like Open WebUI and Mem0. It records memory changes in a tamper-evident ledger, detects unauthorized edits, and allows safe rollback of markdown memory without blocking attacks in real-time.

    By Termich
  10. 010Hacker NewsOCT · 09English

    A hand-crafted, CPU-only agent clears all 25 public ARC-AGI-3 games

    On October 9, 2026, Ava Lovelace Zeno, a hand-crafted CPU-only agent without machine learning or neural networks, completed all 25 public ARC-AGI-3 games and all 183 levels using only 7,372 actions compared to a human baseline of 17,135. The agent achieved a perfect score of 100.0 on the ARC Prize server while running on a single laptop CPU with no pre-stored solutions or knowledge of which game it was playing.

    By B; Singaraj
  11. 011Hacker NewsOCT · 09English

    Heeler: Open-Source iOS App for Herdr

    Heeler is an open-source iOS app that provides a native dashboard for managing coding agents across machines via SSH. It offers features like live terminal rendering, a native composer for drafting messages, encrypted notifications, and secure QR-based pairing for adding hosts.

    By joshstrange
  12. 012Hacker NewsOCT · 09English

    Welcome to Gemini at Work 2026: Introducing the Gemini Agent

    Google Cloud announced Gemini Agent, a universal AI assistant for enterprise work that integrates across Google Workspace and third-party applications. The agent handles knowledge work, content creation, coding, and data analysis with built-in security, governance, and cost controls, with nearly 90% of Fortune 100 companies already using Gemini Enterprise.

    By Thomas Kurian
  13. 013Hacker NewsOCT · 09English

    VSCode silently switches to Microsoft models, ignoring BYO agent configuration

    VSCode automatically reverts to Microsoft's Copilot model instead of respecting user-configured bring-your-own (BYO) agent settings when creating new chat sessions, ignoring user preferences.

    By David Alsh
  14. 014Hacker NewsOCT · 08English

    The Gemini Agent

    Google Cloud CEO Thomas Kurian announced Gemini, a universal AI agent for work that integrates across Google Workspace and other platforms, handling tasks from knowledge work to coding with built-in security, cost controls, and industry-specific specializations. The agent operates autonomously from a single interface, maintains persistent context across devices, and is now used by nearly 80% of Google Cloud customers and 90% of Fortune 100 companies.

    By Thomas Kurian
  15. 0159to5GoogleOCT · 08English

    Google Cloud announces ‘Gemini agent’ as ‘universal agent for work’

    Google Cloud announced Gemini agent, a universal AI assistant for enterprise work that can handle tasks across Workspace, third-party services, and cloud infrastructure. It functions as a personal assistant or team member, uses multiple model families for optimal quality, and maintains four types of memory to coordinate complex multi-step workflows. The agent is available via mention in Gmail, Docs, Sheets, Slides, and Chat, with wider availability coming soon for select Workspace plans.

    By Abner Li
  16. 016Hacker NewsOCT · 08English

    Building an Internal Company Agent: What We Got Right and Wrong

    Bold.org built an internal AI agent starting in January 2026 that investigates production issues via ClickHouse queries and integrates with Slack, Linear, PostHog, and Grafana. The agent reduced investigation time from hours to zero-to-one hour and spread across engineering, product, support, operations, marketing, and growth teams through visible shared usage rather than formal launches.

    By Orestis Ioannou