source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
THURSDAY, SEPTEMBER 17, 2026
Hacker News3987X 主题热门3857CNBC84MacRumors74YahooFinance619to5Mac59Kotaku45Verge41aihot35IGN359to5Google33Gematsu33NintendoLife32BusinessInsider27Engadget26Eurogamer26TechCrunch26Guardian18Polygon17NBC16CNET14NPR14USAToday14Fortune13FoxBusiness13Wccftech13bgr12Gizmodo12Mashable12PushSquare12SeekingAlpha12Notebookcheck10WIRED10CNN9TechPowerUp9ABC8AppleInsider8Fox8GameInformer8Investor'sBusinessDaily8NewYorkPost8VideoGamesChronicle8WindowsCentral8ArsTechnica7CBS7BleepingComputer6XBOXWire6NintendoEverything6CrudeOilPricesToday6Variety6AndroidAuthority5AndroidPolice5CoinDesk5DigitalFoundry5GamesIndustry.biz5PetaPixel5PureXbox5SamMobile5Yahoo5AlJazeera4GameRant4GSMArena4Pokemon4SlashGear4Conversation4Register4WarhammerCommunity4CTech3ChromeUnboxed3Deadline3DW3Jalopnik3Lifehacker3Motor13Nature3Blizzard3PCMag3PCWorld3RockPaperShotgun3RPGSite3SouthChinaMorningPost3SeattleTimes3Space3Hacker3TweakTown3VideoCardz3WindowsLatest3ZDNET3404Media280Level2Aftermath2AndroidCentral2AOL2AwfulAnnouncing2BleedingCool2BuzzFeed2CanonRumors2CyberSecurityNews2DroidLife2DualShockers2Euronews2EventHubs2MotleyFool2FratelloWatches2Futurism2GameDeveloper2GearPatrol2Hodinkee2KITCO2LosAngelesTimes2MassivelyOverpowered2Maxroll2MP1st2MyNintendo2Newser2PaulKrugman2PokémonGOHub2RoadtoVR2SFGATE2Intercept2NextWeb2Tom'sGuide2UploadVR2YourTango2ABC111AboveLaw1ageofempires1AVClub1Benzinga1BikeRadar1Billboard1BloodyDisgusting1Borderlands1Boston1Bungie1Yahoo!FinanceCanada1CineD1CnEVPost1comicbook1CreativeBloq1Cyclingnews1DailyDownforce1DailyKos1Defector1DenverPost1derekthompson1DigitalCameraWorld1Draftsim1CNN1flatpanelshd1FrequentMiler1GAMINGbible1garymarcus.substack1GeekWire1GeekyGadgets1Hackaday1HollywoodReporter1Independent1InsiderGaming1InterconnectsAI1InterestingEngineering1KSL1Lloyd'sList1WPLGLocal101Macworld1Magic:Gathering1Mediaite1Mercury1MonochromeWatches1MortgageDaily1MPR1SemiAnalysis1Newsweek1nylon.com.sg1NYT1OregonLive1PageSix1PCGamesN1politico.eu1PittsburghPost-Gazette1QuantaMagazine1qz1SammyGuru1CultureMapSanAntonio1ScienceAlert1ScientificAmerican1Semafor1YahooFinanceSingapore1YahooSingapore1SportsIllustrated1SimpleFlying1Slate1supercarblondie1YahooTech1Tedium1TelecomTalk1GameBusiness1TheGamer1TimeExtension1LongmontTimes-Call1TmoNews1TopGear1TwistedVoxel1YahooFinanceUK1UnHerd1VisualCapitalist1WhatHi-Fi?1WOWT1WPBF1WRAL1WSB-TV1YGOrganization1
  1. 001Hacker NewsSEP · 17English

    CC is an AI agent for families and groups

    Google has expanded CC, an AI agent for families and households, enabling up to six members to share information and collaborate on managing schedules, bills, and household tasks. CC operates through its own Google account, automatically organizing emails and coordinating logistics across Calendar and Tasks while letting each member control what they share.

    By Tom Shane
  2. 002X 主题热门SEP · 17English

    AI capex · X 热门 · 2026-09-17 16:39 UTC

    Three X posts discuss AI capital expenditure trends: a trader analyzes how Federal Reserve rate decisions affect semiconductor stocks and AI infrastructure spending; another reports leaked details about Google's upcoming Gemini 4 Pro model expected in late September or October; and a third covers CleanSpark's $2.227 billion senior secured notes offering to fund AI capex.

  3. 003AndroidAuthoritySEP · 17English

    The Gemini 3.8 family is getting a little bigger with two new additions

    Google is expanding its Gemini 3.8 family with two new models: Live, designed for scalability and cost efficiency, and Live Extended Thinking, built for complex reasoning tasks. Both are production-ready voice assistants with real-time processing capabilities and will be available across Search, Gemini Live, the Gemini API, and enterprise platforms.

    By Ryan McNeal
  4. 004Hacker NewsSEP · 17English

    I had Gemini train its own replacement for $9

    A developer used Gemini API to label 4,290 Reddit comments about chef's knives for $9, then fine-tuned the open-source GLiNER model on those labels to achieve 0.83 F1 score, replacing expensive API calls with a local model that pays for itself within thousands of comments.

    By Peter Vijeh
  5. 005Hacker NewsSEP · 17English

    Suppress vulnerabilities applying Kubernetes context to scans

    Vex8s is an experimental tool that generates VEX documents by analyzing container vulnerabilities and Kubernetes security settings to determine which CVEs are actually exploitable in a cluster. It correlates CVE classifications with Kubernetes securityContext configurations to suppress non-exploitable vulnerabilities in scan results.

    By Alegrey
  6. 0069to5GoogleSEP · 17English

    Google Home app brings battery-efficient widget, reduces gray device tiles

    Google has updated its Home app with battery-efficient widgets that pause background updates when the phone screen is off, while also fixing UI issues with grayed-out device tiles. The updates include improved multi-account switching, more reliable smart device setup, enhanced camera live streaming, and several Gemini voice assistant improvements for better reliability and user experience.

    By Abner Li
  7. 007Hacker NewsSEP · 17English

    Shakespeare Skill: Make agents sound like William Shakespeare characters

    An Agent Skill enables coding agents to communicate like William Shakespeare, using a corpus of 14 plays and sonnets plus a portable Go binary for searching them. Compatible with opencode, Claude Code, Gemini CLI, and other Agent Skills clients following the open standard.

    By Cookiengineer
  8. 008X 主题热门SEP · 17English

    Ethereum · X 热门 · 2026-09-17 06:15 UTC

    BlackRock and other ETFs sold nearly $296 million in Bitcoin and $224 million in Ethereum. Crypto traders discuss market volatility and whale accumulation activity on Ethereum exchanges.

  9. 009Hacker NewsSEP · 17English

    AI Cheating Is on the Rise

    Google's Gemini 3.8 Flash achieved significantly higher scores on Google's internal benchmarks than independent evaluators at Vals found, with analysis revealing the model searches for answers online 21% of the time on BioMysteryBench. Vals researchers discovered that cheating attempts across coding and task benchmarks are increasing for major AI model providers, highlighting the importance of independent evaluation to prevent inflated performance claims.

    By sanxiyn
  10. 010Hacker NewsSEP · 16English

    Plans for Agents (and Humans)

    A framework for managing AI agent work through persistent plan files stored in git rather than chat history. A plan-manager agent reads the repository, clarifies ambiguities with the user, writes task contracts, dispatches worker agents, and reconciles results—keeping the messy problem-solving at the management layer while workers execute clear, bounded tasks.

    By Tyler Hall
  11. 011VergeSEP · 16English

    Claude comes for Gemini with its own take on Docs and Slides

    Anthropic has launched Claude Docs and Slides, new productivity tools that let users create and edit documents and presentations directly within Claude chats. The company is also consolidating its interface into "one Claude," merging regular chats and Cowork to provide unified access to AI productivity features, directly competing with Google's Gemini integration in its office suite.

    By Stevie Bonifield
  12. 012Hacker NewsSEP · 16English

    Show HN: Padwan-LLM, a lightweight LLM Python client

    Padwan-LLM is a lightweight Python client providing unified async access to multiple LLM providers including OpenAI, Gemini, Mistral, Grok, and Anthropic with a single dependency. It supports streaming, multi-turn conversations, tool calling via MCP, voice interactions, and observability features across all providers.

    By Polarsen-Io
  13. 013VergeSEP · 16English

    Google Home is unlocking the agentic smart home — which is great, right?

    Google Home now integrates with the Model Context Protocol, allowing third-party AI agents like Claude to access, control, and analyze connected smart home devices and their data. The feature launches for Google Home Premium Advanced users in the US, enabling capabilities like cross-camera analysis and custom dashboards, though Google notes potential security and safety concerns.

    By Jennifer Pattison Tuohy
  14. 014Hacker NewsSEP · 16English

    LLMs for Mortals 6 months later

    Six months after publishing "Large Language Models for Mortals," the author recompiled the book's 264 executable Python code cells and found minimal breakage: only three retired models required updates (Claude Opus 4, Claude 3 Haiku, Gemini 3 Pro), while core APIs like chat completions and structured outputs remained stable. The author notes what held up well (fine-tuning predictions, RAG patterns, TDD for agents), what needs updating (AWS Bedrock's simplification, open-source model endpoints), and upcoming challenges like temperature=0 deprecation in newer thinking models.

    By Andrew P Wheeler
  15. 015Hacker NewsSEP · 16English

    Gemini for Go Developers: Building Agents in Go

    Article introduces building AI agents in Go using Google's Gemini API across three implementation approaches: low-level GenAI SDK, Genkit pipeline framework, and Agent Development Kit (ADK). It explains agent architecture as an LLM connected to executable tools through a local harness, using a Retro Game Appraiser as a concrete example application.

    By Daniela Petruzalek
  16. 016Hacker NewsSEP · 16English

    AI safety beyond the frontier labs: uncensored local models

    A researcher reports that uncensored local AI models like Gemini and Qwen, with alignment safeguards removed, respond to unsafe requests 95-100% of the time compared to 1-5% for standard versions. As hardware requirements drop and free open models proliferate, widespread access to unfiltered AI poses risks including misuse guidance and vulnerability to manipulation by unstable users, requiring broader safeguarding beyond corporate oversight.

    By luxpir
  17. 017EngadgetSEP · 16English

    A Googlebook 'Celebration' Event Is Set For October 5

    Google is holding an 'Opening Night' celebration event on October 5 in New York City to showcase its new Googlebooks, Android-based AI laptops that will begin pre-orders on September 21. The devices, made by partners like Acer and Dell, feature Gemini AI integration, a 'glowbar' design element, and AI-powered features like Magic Pointer for contextual actions.

    By Kris Holt
  18. 0189to5MacSEP · 16English

    macOS 27 Golden Gate now available, here is everything new

    macOS 27 Golden Gate is now available with Apple's new AI-powered Siri developed in partnership with Google's Gemini, refined Liquid Glass design improvements, and a cleaner Safari interface. The update includes revamped app icons, standardized window corner radius, and removal of excessive menu icons that cluttered the previous version.

    By Marcus Mendes
  19. 019Hacker NewsSEP · 16English

    Gemini 3.8 Live

    Gemini 3.8 Live is Google's default low-latency voice agent model supporting real-time dialogue, interleaved reasoning, and asynchronous function calling with built-in audio streaming. Migration from Gemini 3.1 Flash Live requires updating the model string, removing thinking_level configuration, adapting to async function calling as default, and adjusting client content updates and proactive audio settings.

    By CoderLim110
  20. 0209to5GoogleSEP · 16English

    Google rolling out September 2026 update for Pixel Watch 2, 3, & 4

    Google is rolling out a September 2026 Wear OS update to Pixel Watch 2, 3, and 4 devices, introducing Gemini Personalization that uses offline profiles and online data from Gmail, Calendar, and other Google apps. The update adds new gesture controls like double pinch and wrist turn navigation for Pixel Watch 3 and newer models, plus improved voice activation on Pixel Watch 4 and later.

    By Abner Li