source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
SUNDAY, SEPTEMBER 20, 2026
Hacker News3639X 主题热门3476CNBC68MacRumors649to5Mac58YahooFinance49Kotaku46IGN35Verge35aihot28TechCrunch269to5Google25NintendoLife25Gematsu24BusinessInsider21Eurogamer19NBC15Engadget14Guardian14NPR13Polygon13PushSquare13SeekingAlpha13bgr12Fortune12FoxBusiness12AndroidAuthority11Gizmodo11USAToday11WarhammerCommunity11ArsTechnica10Fox10TechPowerUp10ABC9AppleInsider9Mashable9Wccftech9CNET8Notebookcheck8PureXbox8CNN7PetaPixel7VideoGamesChronicle7WindowsCentral7CoinDesk6GSMArena6Investor'sBusinessDaily6NintendoEverything6SamMobile6Yahoo6BleepingComputer5CBS5DigitalFoundry5GameInformer5WIRED5Deadline4GameRant4XBOXWire4NewYorkPost4Pokemon4Conversation4Register4TweakTown4VideoCardz4WSB-TV4404Media3Aftermath3AlJazeera3AndroidCentral3AndroidPolice3CTech3GearPatrol3Hodinkee3HuffPost3LosAngelesTimes3Lifehacker3Motor13CrudeOilPricesToday3RockPaperShotgun3RPGSite3SlashGear3Space3Variety380Level2AOL2BellofLostSouls2BleedingCool2BuzzFeed2CanonRumors2DualShockers2DW2EventHubs2MotleyFool2FratelloWatches2Futurism2GamesIndustry.biz2InsiderGaming2MassivelyOverpowered2Maxroll2MP1st2Nature2Newser2PCWorld2qz2SouthChinaMorningPost2SeattleTimes2Intercept2WindowsLatest2YourTango2ABC7LosAngeles1AboveLaw1BusinessInsiderAfrica1Alternet1AVClub1AwfulAnnouncing1Benzinga1BikeRadar1Billboard1BloodyDisgusting1Boston1Bungie1CalMatters1cbn1ChromeUnboxed1Chron1ColoradoSun1comicbook1CreativeBloq1ChristianScienceMonitor1Currently1CyberSecurityNews1Cyclingnews1DailyDownforce1DailyKos1DaringFireball1DCRainmaker1Defector1Defense1denver71DenverPost1DigitalCameraWorld1DirtonDirt1Draftsim1DroidLife1empireonline1erictopol.substack1Euronews1Fangoria1FOX191DetroitFreePress1FrequentMiler1GameDeveloper1GamingOnLinux1AAAGasPrices1GeekWire1GeekyGadgets1HollywoodReporter1HouseDigest1Independent1InterestingEngineering1Jalopnik1KITCO1KSL1Lloyd'sList1Macworld1Magic:Gathering1MakeUseOf1Mercury1MonochromeWatches1MorningBrew1MortgageDaily1MyNintendo1Blizzard1SemiAnalysis1Newsshooter1Newsweek1nrn1NYT1OneMileataTime1OregonLive1PageSix1PaulKrugman1PCMag1PlayStationLifeStyle1PokémonGOHub1politico.eu1PittsburghPost-Gazette1QuantaMagazine1Road&Track1RoadtoVR1RockstarINTEL1Salon1CultureMapSanAntonio1ScienceAlert1ScientificAmerican1Semafor1SFGATE1YahooSingapore1SportsIllustrated1SimpleFlying1Slate1YahooTech1TechSpot1Tedium1TelecomTalk1DailyBeast1Hacker1NextWeb1Times1TimeExtension1LongmontTimes-Call1TimesUnion1Tom'sGuide1TwistedVoxel1YahooFinanceUK1UploadVR1VisualCapitalist1WOWT1
  1. 001Hacker NewsSEP · 18English

    12-Factor Agents – Principles for building reliable LLM applications

    A guide proposing 12 principles for building reliable LLM-powered agent applications, inspired by the 12 Factor Apps methodology. The author argues that production agents should be mostly deterministic software with LLM reasoning at key points, and introduces a framework covering factors like prompt ownership, context management, execution state, and control flow.

    By Humanlayer
  2. 002Hacker NewsSEP · 18English

    E2E: The open source AI testing framework

    E2E is an open source TypeScript testing framework for web and mobile applications with customizable testing capabilities, featuring an API for app interaction, agent automation, and screen assertions.

    By handfuloflight
  3. 003Hacker NewsSEP · 18English

    Dxui – A declarative desktop GUI framework for Go, without cgo

    Dxui is a declarative desktop GUI framework for Go that enables building native applications without cgo, using immutable View descriptions with typed props and callbacks. It provides common UI controls, customizable theming, and supports both simple and complex applications with features like virtual lists and native child windows.

    By Dxui-Org
  4. 004Hacker NewsSEP · 17English

    Flet 1.0 – Build cross-platform apps in Python

    Flet 1.0 is a Python framework for building cross-platform graphical user interfaces with 150+ controls and services. It enables developers to write a single codebase that runs on desktop, mobile, and web platforms, with support for packaging, testing, and deployment across multiple distribution channels.

    By absqueued
  5. 005Hacker NewsSEP · 17English

    Show HN: Composing domain-specific harness on Python in 10 mins

    Cayu is a Python framework for building domain-specific AI agent harnesses. The article demonstrates assembling a campus dining purchase agent by defining the job, creating an agent identity, building tools that wrap business logic, and providing policies that guide the model's decision-making process.

    By zamir_akimbekov
  6. 006Hacker NewsSEP · 16English

    OpenSpec – A lightweight and configurable AI spec framework

    OpenSpec is a lightweight, configurable framework for creating and managing software specifications that keeps teams and AI coding agents aligned during development. It helps capture requirements, validate them, and verify implementations match specifications.

    By etoxin
  7. 007Hacker NewsSEP · 16English

    Flet 1.0 released: build desktop, mobile, and web apps in Python

    Flet 1.0 has been released, enabling developers to build desktop, mobile, and web applications using Python with 150+ UI controls, customizable themes, and support for popular Python libraries. The framework offers a single codebase approach, testing capabilities, and deployment options including packaging for app stores and browser-based execution via WebAssembly.

    By appveyor
  8. 008Hacker NewsSEP · 16English

    Build a company/domain-specific harness with OSS Python framework

    Cayu is an open-source Python framework for building domain-specific long-horizon agents with durable state management. It enables agents to process complex, multi-step tasks across long sessions, pause for human input, and recover from recorded evidence without losing progress. The framework handles session recovery, permissions, budgets, and observability for enterprise workflows.

    By zamir_akimbekov
  9. 009Hacker NewsSEP · 16English

    AI memory shortage: Fairphone says RAM is now 60% of materials cost

    Memory chip shortages are forcing smartphone and laptop manufacturers to redesign products, advance-order components, and test for counterfeit chips, with memory costs reaching 60% of device bill of materials for budget phones. Companies like Fairphone, Jolla, and Framework are adopting strategies including modular designs, batch testing, and salvaged components to secure adequate supply amid expectations the shortage will persist until 2030.

    By Kunal Khullar
  10. 010Hacker NewsSEP · 16English

    Show HN: ManyBot – Framework to build WhatsApp bots, without the boring part

    ManyBot is a TypeScript/JavaScript framework for building WhatsApp bots that abstracts over Baileys, organizing functionality into independent plugins rather than monolithic code. It handles connection management and message routing while allowing plugins to be added, removed, or updated without restarting the system, with built-in error isolation and CLI tooling for plugin lifecycle management.

    By synt-xerror
  11. 011Hacker NewsSEP · 16English

    Build domain-specific harness and long-horizon agents with OS Python framework

    Cayu is a production-grade Python framework for building domain-specific AI agents with full lifecycle control, including context assembly, tool invocation, durable state management, and human oversight. Extracted from a software factory that deployed thousands of applications using specialized AI agents, Cayu addresses production challenges like process failures, state persistence, and cost attribution that existing agent SDKs overlook.

    By Cayu-Dev
  12. 012Hacker NewsSEP · 15English

    Vapor 5 Beta

    Vapor 5 Beta was announced 10 years after Vapor 1.0, featuring a complete framework rewrite with async/await support, a new HTTP server built on Swift HTTP Server, streaming-first request/response bodies, and integration with Swift Configuration and HTTP Types. The beta requires Swift 6.4 and includes known issues with compression and WebSocket support.

    By Tim
  13. 013Hacker NewsSEP · 15English

    APC AI-assisted framework for building audio (VST/AU) plugins

    APC 1.5 is an AI-powered open-source framework for building audio VST/AU plugins with LLM assistance. The update introduces the APC Hub browser dashboard for project management, expands compatibility with multiple AI coding tools (Codex, Cursor, OpenCode, Claude Code), and adds a unified command-line tool with post-release patch and evolution workflows.

    By Noizefield
  14. 014Hacker NewsSEP · 14English

    Open-source Python framework for AI agents, workflows, and automations

    BindAI is an open-source Python framework for building AI applications with reusable components for agents, workflows, tools, memory, and RAG. Version 0.1 introduces the first public release with features including multi-agent execution, workflow orchestration, REST APIs, Docker deployment, and integrations with multiple model providers.

    By BindBrain
  15. 015Hacker NewsSEP · 14English

    Show HN: Spikeforge

    Spikeforge is a framework for spiking neural networks that enables AI systems to react efficiently to meaningful changes rather than processing every value continuously. It provides tools for data conversion, training, inspection, and deployment of spike-based models, reducing energy consumption for applications like sensors, robots, and cameras.

    By a0174
  16. 016Hacker NewsSEP · 13English

    Show HN: Deeplearning from Scratch in 1400 Lines

    Neve is a deep learning framework implemented in 1400 lines, demonstrating neural network training on CIFAR-10 with GPU acceleration. The project includes ResNet implementations and comparisons with PyTorch, running on CUDA 12.3 compatible GPUs via Docker.

    By NoSavedDATA