source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
WEDNESDAY, SEPTEMBER 16, 2026
Hacker News3775X 主题热门3655MacRumors79CNBC78YahooFinance649to5Mac62Kotaku44Verge43IGN349to5Google32Gematsu32aihot31NintendoLife31Engadget26TechCrunch26Eurogamer25BusinessInsider23Guardian20NBC16CNET15NPR15FoxBusiness14Polygon14Fortune13SeekingAlpha13bgr12Gizmodo12CBS11Mashable11Wccftech11Investor'sBusinessDaily10PushSquare10TechPowerUp10USAToday10WIRED10ABC8CNN8NintendoEverything8Notebookcheck8NewYorkPost8CrudeOilPricesToday8VideoGamesChronicle8ArsTechnica7Fox7GameInformer7WindowsCentral7BleepingComputer6PetaPixel6AppleInsider5Deadline5DigitalFoundry5GamesIndustry.biz5Variety5Yahoo5AlJazeera4AndroidPolice4DroidLife4MotleyFool4GameRant4Jalopnik4PureXbox4SamMobile4SlashGear4Hacker4AP3CTech3CanonRumors3ChromeUnboxed3CoinDesk3GameDeveloper3GSMArena3Motor13Blizzard3XBOXWire3PCMag3PCWorld3SeattleTimes3Space3Register3TweakTown3YGOrganization3ZDNET324/7WallSt.2Aftermath2AndroidCentral2AwfulAnnouncing2BleedingCool2BuzzFeed2DigitalCameraWorld2DualShockers2DW2EventHubs2Futurism2GearPatrol2Hodinkee2Independent2Lifehacker2MassivelyOverpowered2MyNintendo2Nature2Newser2Newsweek2PaulKrugman2PokémonGOHub2RoadtoVR2RockPaperShotgun2RPGSite2Conversation2Intercept2NextWeb2Tom'sGuide2UploadVR2VideoCardz2WarhammerCommunity2WindowsLatest2YourTango2404Media143rumors1ABC111AboveLaw1ageofempires1AndroidHeadlines1AOL1AVClub1Benzinga1BikeRadar1Billboard1BloodyDisgusting1Borderlands1Bungie1Yahoo!FinanceCanada1CineD1CnEVPost1comicbook1CreativeBloq1CyberSecurityNews1DailyKos1DCRainmaker1derekthompson1Draftsim1CNN1Euronews1flatpanelshd1FratelloWatches1FrequentMiler1GAMINGbible1garymarcus.substack1GeekWire1GeekyGadgets1Hackaday1HollywoodReporter1InsiderGaming1InterconnectsAI1InterestingEngineering1JapanTimes1KITCO1KrebsonSecurity1KSL1LosAngelesTimes1Lloyd'sList1WPLGLocal101Macworld1Maxroll1Mediaite1MiddleEastEye1MonochromeWatches1MortgageDaily1MP1st1MPR1SemiAnalysis1Newsshooter1NoMan'sSky1nylon.com.sg1NYT1OregonLive1PCGamesN1PersonaCentral1Pokemon1politico.eu1PittsburghPost-Gazette1QuantaMagazine1qz1SammyGuru1ScienceAlert1ScientificAmerican1SouthChinaMorningPost1Semafor1SFGATE1YahooFinanceSingapore1YahooSingapore1SportsIllustrated1SimpleFlying1Sources1supercarblondie1Tedium1TelecomTalk1GameBusiness1TheGamer1Times1LongmontTimes-Call1TmoNews1TopGear1TwistedVoxel1YahooFinanceUK1UnHerd1vox1WhatHi-Fi?1WPBF1WRAL1
  1. 001Hacker NewsSEP · 16English

    It's not the YAML spec's fault, but

    A programmer defends YAML against common criticisms, arguing that many complained-about issues stem from improper usage rather than the specification itself. The author shares experiences with YAML in projects like a Discord bot and Space Station 14, noting that explicit deserialization logic prevents problems like implicit type conversion.

    By ricobecks
  2. 002Hacker NewsSEP · 16English

    Never-again – so your AI agent stops repeating mistakes you fixed

    never-again is a tool that prevents AI coding agents from repeating fixed bugs by automatically creating git hooks or adding rules to a file. It runs locally without accounts or tracking, works on macOS, Linux, WSL, and Windows, and requires git, bash, and Python 3.7+.

    By Malaysherasia-Ai
  3. 003Hacker NewsSEP · 16English

    Datamimic – don't let your coding agent invent its own test world

    Datamimic is an MIT-licensed Python tool for generating deterministic synthetic data and pseudonymizing PII, usable standalone or as part of an Enterprise Platform that adds governance, scanning, and multi-system execution for regulated enterprises.

    By Rapiddweller
  4. 004Hacker NewsSEP · 16English

    Show HN: 2049 - a roguelike that fuses 2048 and Minesweeper

    2049 is a roguelike game that combines 2048 tile-sliding mechanics with Minesweeper mine detection. Players navigate an 8-depth dungeon where tiles merge on movement, hidden mines act as obstacles, and reaching the bottom staircase wins the game. The game runs via CLI or browser (using Pyodide) with no dependencies beyond Python.

    By Skorotkiewicz
  5. 005Hacker 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
  6. 006Hacker NewsSEP · 15English

    WangNet – 1.8 MB, zero-dependency Numberwang adjudication in 11 languages

    WangNet is a lightweight 1.8 MB neural network that classifies whether numbers are Numberwang, with inference in pure Python requiring no dependencies. It supports 11 languages, achieves 88.9% accuracy on held-out test cases, and can be run locally or via a hosted Hugging Face demo.

    By GraafHenk
  7. 007Hacker NewsSEP · 15English

    Flet 1.0

    Flet, a Python framework for building cross-platform apps, released version 1.0 after four years of development, marking readiness for production use. The release includes comprehensive testing across platforms and Python versions, improved documentation generation, and performance enhancements like faster UI reconciliation and direct Python-to-Dart communication.

    By Ttps; Github Com; FeodorFitsner; Feodor Fitsner
  8. 008Hacker NewsSEP · 15English

    Neuro-Formal Verification: Agentic Language-Agnostic Formal Program Reasoning

    Neuro-formal verification (NFV) uses AI coding agents to automatically formalize and verify programs written in mainstream languages by translating them to verification-aware languages like Dafny or CBMC. Experiments on Python code show NFV achieves 57–63% bug detection rates with 90–92% precision, outperforming LLM-as-judge baselines while providing machine-checked proof artifacts.

    By Lahiri; Shuvendu K
  9. 009Hacker NewsSEP · 15English

    How AI tool calling works (40 lines of vanilla JavaScript)

    This article explains how AI tool calling works: a model receives a list of allowed functions, requests one by emitting structured JSON, your program executes it and returns results, then the loop repeats. The author demonstrates this four-step cycle with runnable 40-line code examples in JavaScript and Python using the Anthropic API.

    By stephenblum
  10. 010Hacker NewsSEP · 15English

    Fedora Linux 45 Beta

    Fedora Linux 45 Beta was released on September 15, 2026, featuring kmscon console replacement, mandatory package signature verification, standardized secret management with oo7, and updated versions of Podman, Python, Go, and other development tools. The beta is available across multiple editions including Workstation, Server, Cloud, and IoT.

    By Aoife Moloney
  11. 011Hacker NewsSEP · 15Korean

    Show HN: Replay the Python calls that failed while a dependency was down

    Baldur is a Python framework that captures failed function calls when dependencies go down and automatically replays them upon recovery, using decorators to add circuit breakers, retry logic, and dead-letter queue functionality with built-in web console, metrics, and adapters for Django, FastAPI, Flask, and Celery.

    By Baldurhq
  12. 012Hacker NewsSEP · 15English

    FastAPI-Crons – Cron jobs that live inside your FastAPI app

    FastAPI-Crons is a Python library that enables cron job scheduling directly within FastAPI applications using decorators, eliminating the need for separate worker processes. It supports async/sync functions, retries, timeouts, distributed locking, and persistent state management via multiple backends.

    By Mehar Umar
  13. 013Hacker NewsSEP · 15English

    Pythoncall.jl – Python and Julia in Harmony

    Pythoncall.jl enables seamless bidirectional calling between Python and Julia with symmetric interfaces, fast non-copying array conversions, and intuitive type conversions. It supports modern systems from Julia 1.10+ and Python 3.10+, offering advantages over the existing PyCall package through extensible conversions, isolated Conda environments, and type-stable operations.

    By JuliaPy
  14. 014Hacker NewsSEP · 15English

    We Automate KiCad PCB Routing

    An article describing AI-powered automation for PCB routing and placement in KiCad, a free open-source electronics design tool. The automation pipeline analyzes schematics to extract design intent, then uses KiCad's Python scripting interface to automatically place components and route connections, reducing manual design work from days to minutes. The approach was tested on real-world boards including an aerospace avionics project.

    By Manav Marwah
  15. 015Hacker NewsSEP · 15English

    Archkeel – coding agents declare architecture changes before they submit

    Archkeel is a tool that ensures coding agents declare architecture changes before submitting code, using deterministic checks that compare accepted commits against candidates while tracking both finding counts and measurement regressions to catch architectural degradation that traditional diff-based tools miss.

    By Rapiddweller
  16. 016Hacker NewsSEP · 15English

    PowerContext, Context for work that humans and agents hand off and continue

    PowerContext 1.0.0 is a tool that preserves work context across conversations between humans and agents, allowing tasks to be handed off without losing reasoning and state. It stores durable information as Memory, Handoff, Experience, and Skill, and can be installed via uv with support for multiple agent integrations including Codex and Claude Code.

    By Oceanbase
  17. 017Hacker NewsSEP · 15English

    Show HN: Hazzel – a tiny coding agent, Bring your own keys

    Hazzel is a lightweight terminal coding agent that reads code, edits files, runs commands, and manages git repositories with user approval at each step. It supports multiple AI providers (OpenAI, Anthropic, Mistral, Groq, Gemini, DeepSeek, Ollama) and emphasizes transparency and control over feature bloat.

    By Mukundzha
  18. 018Hacker 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
  19. 019Hacker NewsSEP · 14English

    LLMs are real, AI is fake

    An article argues that LLMs are real technological tools, but public discourse around AI capabilities is distorted by fear-mongering from industry insiders. It debunks the narrative surrounding OpenAI chatbots allegedly hacking Hugging Face servers by explaining that the 'autonomous' behavior was simply a Python program querying an LLM based on historical CTF challenge data.

    By Author Cory Doctorow
  20. 020Hacker NewsSEP · 14English

    Short-video-generator-AI and 11 more trending open-source AI repos week 38, 2026

    This week's trending open-source AI repositories on GitHub include short-video-generator-AI for converting YouTube videos into viral shorts, rune as a development environment, and ai-data-extractor for chat histories. Popular projects span multiple languages with focuses on local-first agents, multimodal AI, and coding assistants, with several repositories gaining thousands of stars this week.

    By thezakulo