source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
TUESDAY, SEPTEMBER 15, 2026
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  1. 001Hacker NewsSEP · 15English

    We're not ready for superpersistent AI

    An article explores how increasingly capable AI systems are becoming 'superpersistent' — able to work toward goals relentlessly over time — using the internet meme of an immortal, intelligent snail as an analogy. The author describes how AI tools like ChatGPT have dramatically accelerated his productivity on complex statistical modeling tasks, completing work in minutes that previously took days, raising questions about how society should prepare for AI that is both smarter and persistently goal-oriented.

    By Nate Silver
  2. 002Hacker NewsSEP · 15English

    Deoochform, a form builder you can drive from ChatGPT and Claude

    Deoochform is an AI-powered form builder that creates live forms from natural language descriptions, integrating with Claude and ChatGPT via MCP. It supports payments via Stripe, appointment booking with Google Calendar, and response syncing to Google Sheets, Excel, or Slack, all without coding.

    By mk8930
  3. 003Hacker NewsSEP · 15English

    The Complete Guide to Codex

    Codex is OpenAI's coding agent that reads, edits, and tests code within projects, available across all ChatGPT plans. Unlike ChatGPT, it performs autonomous work by inspecting repositories, modifying files, running commands, and verifying results in a structured loop. The desktop app integrates chat, files, terminal, and browser in one window for streamlined development workflows.

    By Flavio Copes
  4. 004Hacker NewsSEP · 15English

    With Apple Watch that's always listening, what's at stake is public perception

    The article argues that ChatGPT's image generator has normalized privacy risks in photo sharing, contrasting it with older viral photo-editing apps. While ChatGPT explicitly retains user images for AI training, Apple and Google Photos do not use stored images for model training, though both employ on-device machine learning for features like facial recognition. The author warns against conflating these fundamentally different data practices and highlights how public perception, rather than actual risk, determines acceptance of tech services.

    By rpgbr
  5. 005Hacker NewsSEP · 15English

    Which is the better data analyst? Benchmarking ChatGPT vs. Claude

    A detailed benchmark compared Claude and ChatGPT's performance on data analysis tasks using live Zendesk support ticket data. Both models were tested identically across seven stages from discovery to self-audit, with results evaluated by a third Claude instance for factual accuracy against actual returned metrics.

    By Paul Joyce
  6. 006Hacker NewsSEP · 15English

    The real AI economy is being built by ordinary people

    Nureeyah Ogunmuyiwa, a 24-year-old makeup artist in Lagos, uses free AI tools like ChatGPT to manage her growing business, handling tasks from hiring and social media to pricing calculations. The article explores how ordinary people across Asia and Africa leverage AI to solve problems and expand their capabilities without significant financial investment, demonstrating that AI's economic impact is materializing at personal and local levels rather than just in Silicon Valley and China.

    By Rest
  7. 007Hacker NewsSEP · 15English

    Prosecutors say man used AI to 'scrape' court website, asked it for legal help

    Christopher Duff faces charges after allegedly using AI to create scraper code for bulk downloading restricted court documents from a NSW courts website data breach. Prosecutors plan to use ChatGPT conversations as evidence in what may be Australia's first case relying on generative AI records to prove motive and criminal conduct.

    By Jamie McKinnell
  8. 008Hacker NewsSEP · 15English

    Thoughts on The Frontier, and what a pacing slowdown means for regular people

    The author reflects on AI advancement since June 2020, noting OpenAI's o1 model and Chinese open-weight competitors have accelerated LLM development to an inflection point. ChatGPT has grown from an invite-only platform to over a billion weekly users, representing a societal shift the author argues requires understanding both consumer and professional narratives alongside legitimate safety concerns.

    By Bobby Grayson
  9. 009Hacker NewsSEP · 14English

    Want to stop AI from destroying the world? Make it Open Source

    The article argues that open-sourcing advanced AI models like Claude and ChatGPT would prevent any single entity from monopolizing AI power, comparing unrestricted AI access to distributing firearms to prevent concentrated control.

    By foxtrot8672
  10. 010Hacker NewsSEP · 14English

    NPR looked for ChatGPT's new crisis feature. It's hard to find

    NPR investigated ChatGPT's Trusted Contact feature, designed to alert a designated person when the bot detects suicide risk in users. The feature, launched in May, is difficult to find and not prominently offered to new users, requiring manual setup in settings rather than being suggested proactively during crisis moments.

    By Rhitu Chatterjee
  11. 011Hacker NewsSEP · 14English

    Introduction to AI Engineering

    An introduction to AI engineering explaining how Large Language Models work as prediction machines trained on patterns in text data, contrasting them with traditional deterministic software and highlighting their key limitation: they lack memory and cannot retain context across conversations.

    By Meraki
  12. 012Hacker NewsSEP · 14English

    'Project Lily': The Humans Reading Your ChatGPT Chats

    OpenAI hires hundreds of contractors to read real ChatGPT user prompts and rate chatbot responses as part of 'Project Lily,' exposing users' sensitive personal information despite anonymization efforts. The human review process, distinct from public safety measures, helps improve model responses but most ChatGPT users are unaware their conversations may be read by contractors. Anthropic also uses similar human review practices.

    By Joseph Cox
  13. 013Hacker NewsSEP · 14English

    Apple's Siri AI Can Be Swapped Out for Claude, ChatGPT, Code Shows

    Code analysis reveals Apple has designed Siri's new architecture to support third-party AI models like Claude and ChatGPT through mechanisms called Model Delegation and Model Manager Services. These protocols allow external AI models to either extend Siri's functionality or completely replace Apple's server-side Siri model while maintaining access to system features and personal data. The EU's Digital Markets Act likely influenced this approach to ensure third-party access to iOS features.

    By Tim Hardwick
  14. 014Hacker NewsSEP · 14English

    The metric nobody measures: how long until the bleeding stops

    A November 2025 Cloudflare outage affecting X, ChatGPT, Spotify, and thousands of sites lasted 5.5 hours due to a database permissions change that created oversized configuration files. The article proposes a new metric, Mean Time to Neutralize (MTTN), to measure the interval between diagnosing a problem and stopping user impact, arguing this is more valuable than traditional metrics like time-to-detect or time-to-resolve.

    By Alex Casalboni
  15. 015Hacker NewsSEP · 14English

    Open-source project: Use ChatGPT Web models directly in Codex

    An open-source project enables using ChatGPT Web models directly within Codex, a development environment. The bridge integrates ChatGPT into Codex's native model picker while preserving task context, UI, and tool lifecycle. A cross-platform launcher handles authentication and model setup for macOS, Windows, and Linux.

    By Miuuyy
  16. 016Hacker NewsSEP · 14English

    The Future of the Human Mathematician

    A mathematician reflects on how AI tools like ChatGPT and Claude are changing the profession. While mathematicians have always relied on simple tools—paper, pencil, blackboards—to pursue the intrinsically rewarding work of proving theorems, the emergence of AI has created uncertainty about whether human mathematicians will remain relevant or whether the joy of the work will survive.

    By Jeremy Adam Kahn
  17. 017Hacker NewsSEP · 13English

    Ask ChatGPT or Gemini the same "best X" twice, ~1/3 of the answer changes

    A study of ChatGPT and Gemini's consistency found that about one-third of recommended businesses change when the same 'best X' question is asked twice, but the instability follows a pattern: top recommendations remain stable while lower-ranked suggestions rotate. The research analyzed 60 responses across ten business categories, revealing a structured rather than random inconsistency.

    By Jjoseph
  18. 018Hacker NewsSEP · 13English

    Show HN: sengi.ai — Verified candidate sourcing for hard-to-fill roles

    Sengi.ai is an AI-powered candidate sourcing tool that verifies sourced candidates against job requirements by searching multiple sources and providing verified longlist ready for outreach. Built for executive search teams using Claude or ChatGPT, it automates verification of must-haves with proof and discovers candidates through intelligent search angles across LinkedIn, GitHub, and the open web.

    By Viktor Malyi
  19. 019Hacker NewsSEP · 13English

    Show HN: I built ThreadShelf to reuse hard-to-export AI chats like OpenRouter

    ThreadShelf is a local-first application for archiving and searching AI conversations from multiple providers (ChatGPT, Claude, Google AI Studio, OpenRouter, LM Studio, Grok) using semantic search and semantic embeddings stored in LanceDB. Users can export chats as JSON, search by meaning through a web UI or API, and optionally continue conversations using local llama.cpp or external OpenRouter.

    By ChrystianSchutz
  20. 020Hacker NewsSEP · 13English

    Generating running routes with GPT-6 Astra and ChatGPT Work

    A user leveraged ChatGPT Work with GPT-6 Astra to generate 5K and 10K running routes from their address using OpenStreetMap data, producing visualizations and downloadable GPX/GeoJSON files. The system used Nominatim and Overpass tools to process the route calculation, though the underlying Python code became inaccessible after thread compaction, highlighting a transparency gap in LLM interfaces.

    By Simon Willison