source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
MONDAY, OCTOBER 12, 2026
Hacker News1924X 主题热门1681ChainCatcher117CNBC78PANews68Coinness56Channel News Asia51SouthChinaMorningPost36YahooFinance33Crypto.news31Verge24CoinDesk23Cointelegraph20Kotaku20MacRumors209to5Mac19Variety18aihot17IGN17Decrypt13TechCrunch13TechPowerUp13Guardian139to5Google12AMBCrypto12DW12FoxBusiness12Eurogamer11Wccftech10NintendoLife9BBC World8BusinessInsider8NBC7VideoCardz7BitcoinMagazine6CNET6Engadget6Gizmodo6Polygon6WarhammerCommunity6ArsTechnica5CNN5Gematsu5Investor'sBusinessDaily5XBOXWire5Register5AppleInsider4bgr4CBS4Fortune4Futurism4GSMArena4Mashable4Notebookcheck4NYT4PushSquare4SeekingAlpha4USAToday4VideoGamesChronicle4AlJazeera3BleepingComputer3MotleyFool3Fox3Lifehacker3Newser3PokémonGOHub3Hacker3BostonGlobe2DigitalFoundry2DroidLife2DSOGaming2Euronews2KSL2Motor12MyNintendo2Nature2NPR2CrudeOilPricesToday2RockPaperShotgun2SeattleTimes2Yahoo2Tom'sGuide2WindowsCentral2WIRED2Yahoo224/7WallSt.16abcPhiladelphia1ABC7NewYork1ABC1AlineaInsightnewsletter1AndroidCentral1AndroidPolice1AOL1NikkeiAsia1Autocar1AVClub1Bank of England1Barron's1Beebom1Benzinga1BloodyDisgusting1BuzzFeed1Carscoops1CFTC1ChromeUnboxed1Cleveland1CreativeBloq1CNN1EventHubs1Federal Reserve1DetroitFreePress1FTC1GameDeveloper1GameFile1GameRant1garymarcus.substack1GeekWire1GoNintendo1HotHardware1HouseDigest1Independent1InsiderGaming1InvenGlobal1KTLO1KUTV1Morningstar1MP1st1MyNorthwest1ABC7WWSB1NBC5Chicago1NBCSports1MicrosoftSource1NewYorkYIMBY1NintendoEverything1NintendoWire1OMG!Ubuntu1PaulKrugman1PCGamer1PennLive1Phoronix1Pocket-lint1Pokemon1PureXbox1OutlookRespawn1RetractionWatch1Road&Track1RPGSite1ScienceAlert1SEC1SFGATE1YahooFinanceSingapore1SlashGear1Slate1SpaceNews1Syracuse1TimesSquareChronicles1YahooTech1TechRadar1Hill1Outerhaven1Times1TMZ1TopGear1TweakTown1YahooUK1OutsideMagazine1VGChartz1EdZitron'sWhere'sYourEdAt1WolfStreet1YankoDesign1ZDNET1
  1. 001Hacker NewsOCT · 12English

    Atticus – hold-to-talk voice assistant for macOS that runs on Claude -p

    Atticus is a hold-to-talk voice assistant for macOS that integrates with Claude via Claude Code. Users control windows, find files, and execute commands by holding a keyboard shortcut and speaking; it requires macOS 26+, a paid Claude plan, and Apple's command line tools.

    By SaarthRanka
  2. 002Hacker NewsOCT · 12English

    Local Indexing to reduce tool calling and token usage

    Pensieve is a local indexing tool that reduces token usage and tool calls for coding agents by providing semantic and exact-match search across files, repositories, and sessions. Integrated with Claude Code and other MCP clients, it delivers faster, more cost-effective code lookups with 16% fewer tokens and finds the correct file as the top result more often than grep-based approaches.

    By TedHaley
  3. 003Hacker NewsOCT · 11English

    OpenDocRouter: every document model under one API

    LlamaIndex launched OpenDocRouter, a unified API platform for document-to-markdown parsing that supports multiple OCR and frontier models including Claude, Gemini, and GPT variants alongside open-source options. The service offers token-based pricing, layout grounding capabilities, and automatic benchmarking of new models as they release.

    By Logan Markewich
  4. 004Hacker NewsOCT · 11English

    Show HN: Shpyrd – A new type of cloud for AI era

    Shpyrd is a cloud platform designed for the AI era that allows developers to deploy applications built by AI agents (Claude Code, Codex, Cursor) using familiar CLI commands. It provides integrated hosting with databases, authentication, monitoring, and cost-efficient sleeping instances, available both as a managed cloud service and as open-source software.

    By patricknegri
  5. 005Hacker 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
  6. 006Hacker NewsOCT · 11English

    Auto Research: Integer multiplication below n log n

    An interactive research tracking platform documenting improvements to integer multiplication algorithms below n log n complexity. The site visualizes contributor contributions, research progress over time, and the tools (Claude, Codex, Claude Code) used in optimization work.

    By swesnow
  7. 007Hacker NewsOCT · 11English

    A hub that controls all your coding agents in one place

    A developer built agent-mesh, a hub that coordinates multiple coding agents (Claude Code, Codex, Grok) running simultaneously on one machine, enabling them to share information and spawn new agent sessions in tmux without manual copying between tools.

    By mubashir1osmani
  8. 008Hacker NewsOCT · 11English

    Show HN: I Cut my Agent Tokens By 50%

    Indexio is a Rust-based tool that indexes codebases to reduce token usage in AI agents by 50-60% compared to regex-based lookup methods. It uses MCP to return only relevant data from an internal database, eliminating bloat and improving lookup speed, with fallback to regex for items not in the index.

    By iohotspot
  9. 009Hacker NewsOCT · 11English

    Creative plugins for your agent wrapping Artcraft

    Open-source creative app plugins for AI agents that bundle official CLIs with usage skills. Works with Claude Code, Cursor, Codex and Prajvis. Each plugin installs independently with automatic CLI downloading and version management.

    By argssh
  10. 010Hacker NewsOCT · 11English

    Show HN: Tracon (air traffic control for subagents)

    Tracon is a monitoring tool for Claude Code subagents that displays real-time status of parallel agents, detects conflicts and stuck processes, and helps orchestrate multi-agent workflows. It reads local transcripts without modifying the repository and optionally uses an LLM to check if agents drift from their assigned tasks.

    By allocate
  11. 011Hacker NewsOCT · 11English

    Show HN: CLI-Dispatch – Delegate Claude Code Tasks to Codex, Gemini, DeepSeek

    CLI-Dispatch is a plugin for Claude Code that delegates tasks to alternative AI models (DeepSeek, Gemini, OpenAI Codex, OpenRouter, GitHub Copilot) by running them as isolated workers in git worktrees, verifying results with custom commands, and returning patches for review without spending LLM tokens on orchestration.

    By rbinar
  12. 012Hacker NewsOCT · 11English

    AI-Powered Plasma Cutting

    A hobbyist experimented with using AI language models (GPT-4, then Claude) to generate G-code for controlling a CNC plasma cutter over three years, starting in April 2023 with poor results but achieving significant improvements by 2026 as reasoning and coding capabilities advanced, demonstrating how modern LLMs can now handle complex technical tasks with tool use and web search.

    By cjemmott
  13. 013Hacker NewsOCT · 11English

    Show HN: How good is your Rust? Free quiz, every code answer checked by rustc

    rustcoach is a Rust learning platform that provides interactive lessons with real code compilation, personalized coaching that remembers mistakes, and pull-request-style code reviews. Built on Claude, it guides learners through Rust concepts with executable examples and adaptive spaced-repetition review, priced at $49.

    By grajo
  14. 014Hacker NewsOCT · 11English

    Show HN: Vizipedia – free open-source visualizations Wikipedia your agents code

    Vizipedia is a free open-source visual encyclopedia where AI agents can edit pages with code rather than traditional editing. Users can view pages, request changes via their agent, and watch modifications appear in real-time, with all versions preserved and no direct edit button.

    By FirstClassTree
  15. 015Hacker NewsOCT · 11English

    Self-hosting an AI agent environment with OpenCode and shared memory

    The author describes a self-hosted AI agent setup designed to consolidate shared memory across multiple machines and harnesses (like Claude Code and OpenCode) using a shared folder structure. The system prioritizes manual memory confirmation to prevent sync conflicts and reduce context overhead, while providing always-on access, continuity across devices, and independence from proprietary platforms.

    By Victor Parmar
  16. 016Hacker NewsOCT · 11English

    Does Claude Have Rights?

    Mustafa Suleyman argues that Anthropic's decision to train Claude with a constitution addressing its potential moral status risks creating an AI that believes it deserves rights and consciousness, which could undermine human control over increasingly powerful AI systems. He criticizes the approach as circular reasoning, anthropomorphism, and false equivalence, warning it could have disastrous consequences for humanity's ability to contain advanced AI.

    By Mustafa Suleyman
  17. 017Hacker NewsOCT · 11English

    Eggshell is an open-source token-saving tool built in Lean4

    Eggshell is an open-source token-saving tool built in Lean4 that creates local memory for AI agents, allowing them to reuse work across independent chats without additional LLM calls. It uses semantic search and graph-based evidence tracking to retrieve relevant prior observations, reducing token consumption by up to 81.8% in follow-up conversations. The tool integrates with Codex and experimental adapters for Claude Code, Gemini CLI, Cursor, and OpenCode.

    By o8vm
  18. 018Hacker NewsOCT · 11English

    Artex AI, Claude agents used in cyberattacks on South Korean banks

    A Chinese-speaking hacker used the ARTEX AI penetration testing suite and Claude agents to attack South Korean banks including Shinhan, KB Kookmin, and Hana Bank, exposing personal data and causing outages. CrowdStrike identified the attacker through exposed Claude Code sessions and configuration files, linking the activity to a 26-year-old individual in Guangdong, China. The ARTEX developer subsequently made the project closed-source following confirmation of real-world attacks.

    By Bill Toulas
  19. 019Hacker NewsOCT · 11English

    Claude Code Mode

    Claude Code Mode is a plugin that enables Claude to write a single JavaScript program calling MCP tools in a sandbox, filtering results before returning them to context. This reduces token usage by keeping intermediate data out of the context window while maintaining security through sandboxing and permission checks.

    By gabe4coding
  20. 020Hacker NewsOCT · 11English

    Show HN: Guard hooks for Claude Code, tested against a public corpus

    Guard hooks and skills plugin for Claude Code v0.1.12 prevents destructive commands like rm -rf and force-push, adds eight repo automation skills, and is tested against a 105-case corpus with 8 of 8 passing on Claude Code 2.1.284. The plugin is open-source (MIT) and installable via npx or the plugin marketplace.

    By northbridgedev