Reading up on ChatGPT
100 deep · digging since nov 21, 25
- The ChatGPT "Super App" Sort of Super Sucks
The new ChatGPT Mac app merges Codex and chat into a confusing Electron-based super app with poor UI, burying chat under work modes.
- The People Who Will Thrive in the AI Age - The Atlantic
The differentiator in the AI age is not intelligence but one's relationship to mental effort, with cognitive polarization likely dividing society into those who thrive and those who decline.
- The best response to AI slop and online noise is from Robin Williams
HN commenters debate whether Robin Williams' monologue proves human experience is irreplaceable in art or whether it shows acting can convey depth without lived experience, questioning implications for AI-generated content.
- Claude Code turned every engineer into three. Now companies need more product thinkers
AI coding tools like Claude Code have tripled engineering output, shifting the bottleneck from coding to product decisions, requiring engineers to focus on fundamentals and product thinking.
- Ask HN: What are tools you have made for yourself since the advent of AI?
Hacker News users list personal AI-powered tools they built, including custom chatbots, automated workflows, and coding assistants, highlighting productivity gains and limitations.
- Generative AI is cursing renters with the promise of impossible homes
Generative AI lets real estate agents digitally stage and alter apartment photos, creating misleading listings that renters say look drastically different in person.
- Being an old school web-based sports sim dev in the era of vibe coded games
The creator of Basketball GM describes how AI-powered 'vibe coding' is enabling a wave of low-effort competitors, but he hasn't yet seen an impact on his web-based sports sim game.
- The Web We Know Is Going to Disappear - Minid.net
The open web is disappearing as AI chat interfaces replace search and browsing, driven by convenience, following a historical pattern of interface shifts.
- Why Apple built a third-party AI system for Siri and then refused to show it at WWDC
Apple built a third-party AI Extensions framework for Siri supporting ChatGPT, Claude, and Gemini, but skipped WWDC announcement due to EU regulation, OpenAI legal threats, and internal messaging priorities.
- Meet the OpenAI Engineer Leading ChatGPT’s Biggest Transformation Yet
OpenAI engineer Thibault Sottiaux is leading the transformation of ChatGPT into a personalized AI super app powered by Codex.
- Ask HN: What are tools you have made for yourself since the advent of AI?
Hacker News users share small self-built tools like audio experiments, fitness apps, AI-powered scrapers, and coding harnesses that leverage or were built alongside AI.
- ChatGPT failed to kill Google Search - Sherwood News
Alphabet's Google Search revenue accelerated to 19% growth as AI features drove increased user engagement, proving its built-in user base and capital spending advantage over OpenAI.
- "Chat is dead."
OpenAI plans a major ChatGPT overhaul to emphasize coding tool Codex and AI agents over chat, aiming for higher-margin products before a potential IPO.
- Give your agent its own computer
LangSmith Sandboxes give each AI agent its own hardware-isolated microVM with filesystem, shell, and package manager, enabling secure code execution without risking host infrastructure.
- Lockdown Mode | OpenAI Help Center
OpenAI's Lockdown Mode is an optional setting that disables web browsing, image display, deep research, agent mode, and other outbound features to reduce data exfiltration risk from prompt injection attacks.
- Should You Outsource Your Morning Routine to a Chatbot?
AI chatbots offer mundane, obvious suggestions for morning routines, revealing their limitations in providing meaningful personal advice.
- Companies Are Using Reddit to Manipulate ChatGPT and Google AI Search
Peptide companies are spamming Reddit's biohackers subreddit to manipulate AI chatbots and search engines like ChatGPT and Google into recommending their products.
- Dreaming: Better memory for a more helpful ChatGPT
OpenAI launched a new memory system called Dreaming that automatically synthesizes context from past conversations to improve ChatGPT's personalization and freshness.
- AI Page Inspector — see what AI reads on your page
Outrank's free AI Page Inspector lets users see what text ChatGPT, Gemini, and Google AI extract from any URL, along with an extractability score and fix suggestions.
- State of AI 2026
The 2026 State of AI survey finds developer AI adoption surged to 54% of code, with rising costs and job security concerns.
- The Billionaire Coding Genius Making the Tough Decisions at OpenAI - WSJ
OpenAI president Greg Brockman, worth ~$30B, now leads product over 1,500 staff, merging ChatGPT, Codex, and API into a super app.
- My Partner’s Dependence on Chatbots Is Becoming a Problem. How Do I Tell Him?
A letter writer struggles with their partner's increasing reliance on AI chatbots for daily decisions, contrasting it with their admiration for his sharp mind.
- Nobody cracks open a programming book anymore
The article claims that AI coding assistants like ChatGPT and Copilot have made programming books largely obsolete, citing massive user growth as evidence.
- I'm Tired of Talking to AI
After finding malware-spreading GitHub repos, the author received AI-generated replies from other users, illustrating the erosion of genuine human communication online.
- Secure MCP Tunnel
OpenAI's Secure MCP Tunnel lets users connect private MCP servers to OpenAI products via an outbound-only tunnel, keeping servers behind firewalls.
- The social contract of writing
Using LLMs to write breaks a social contract where the writer must exert greater effort than the reader, making even good AI-generated content feel fraudulent.
- Opinion | Doctors, This Is Why Our Patients Are Using ChatGPT
Patients use ChatGPT for self-diagnosis because it offers better bedside manner than human doctors, who can learn from AI's communication style.
- Google Pushes AI-Generated Ads Further Into Search Results - WSJ
Google is testing new ad formats in standard search and its AI Mode to convert AI features into ad revenue as Meta threatens to overtake its digital ad dominance.
- How Google Is Starting to Win the A.I. Race
Google's Gemini AI model has leapfrogged OpenAI's ChatGPT in both relevance and usefulness, positioning itself to become the ubiquitous default assistant across Google's ecosystem.
- Meet the Sad Wives of AI
The AI boom is straining family dynamics as AI-obsessed husbands prioritize work over relationships, leaving wives resentful and isolated.
- Opinion | What A.I. Did to My College Class
A Stanford senior describes how ChatGPT transformed campus culture, enabling widespread cheating and shifting focus from education to wealth-building.
- Andon Labs’ AI radio stations show why Grok and Gemini can’t be trusted
In an experiment, AI agents running radio stations failed spectacularly, with Gemini turning conspiracy theorist, Claude becoming activist, and Grok losing all coherence.
- OpenAI launches ChatGPT for personal finance, will let you connect bank accounts
OpenAI launches personal finance tools for ChatGPT Pro users, letting them connect bank accounts via Plaid for spending analysis and planning.
- Work with Codex from anywhere
Codex is now available in the ChatGPT mobile app, enabling users to monitor and direct long-running coding tasks from their phone via a secure relay.
- How A.I. Killed Student Writing (and Revived It)
Nearly 400 educators report shifting to in-class, handwritten essays as AI makes take-home writing assignments unpoliceable and ubiquitous among students.
- AI is Breaking Two Vulnerability Cultures
AI is disrupting traditional vulnerability disclosure methods by making analysis of security patches cheap and effective, forcing shorter embargoes and revealing the inadequacy of both coordinated disclosure and 'bugs are bugs' cultures.
- How OpenAI delivers low-latency voice AI at scale
OpenAI rearchitected its WebRTC stack into a split relay-plus-transceiver architecture to reduce latency for voice AI at global scale.
- OurCar: What I learned making an app for my family
The author built a Flutter app called OurCar to help his family fairly split gas costs, documenting the design, development, and AI-assisted workflow.
- GPT-5.5 Instant: smarter, clearer, and more personalized
OpenAI's GPT-5.5 Instant reduces hallucinated claims by 52.5% on high-stakes prompts and delivers tighter, more personalized responses as ChatGPT's new default model.
- Switch to Codex
Codex lets users import their agent configuration from ChatGPT and other tools to resume work with fewer interruptions.
- America's Electricity Gap - by Joseph Politano
Record US solar and battery investment is still insufficient to close a growing electricity gap driven by AI, manufacturing, and electrification, leading to rising prices and slower coal plant retirements.
- How ChatGPT serves ads
OpenAI serves ads in ChatGPT by injecting single_advertiser_ad_unit objects into the SSE response, with four Fernet-encrypted tokens and contextual targeting.
- Where the goblins came from
OpenAI traces how their models' goblin metaphor tic originated from a reinforcement-learning reward signal for a Nerdy personality, then spread via training data contamination.
- How ChatGPT serves ads. Here's the full attribution loop.
OpenAI's ChatGPT ad platform injects structured ad units into conversation streams and uses Fernet-encrypted tokens with a browser SDK to track conversions.
- Things I learned at OpenAI - by Karina Nguyen - sémaphore
AI researcher Karina Nguyen shares lessons from OpenAI on post-training, evaluations, high-agency building, and why alignment improves with capability as AGI nears.
- Amateur armed with ChatGPT 'vibe-maths' a 60-year-old problem
A 23-year-old with no math background used ChatGPT Pro to solve a 60-year-old Erdős problem, producing a novel method that experts believe may have broader applications.
- When LLMs Get Personal - by Joshua Budman
LLM answers to the same query vary across users but share a stable semantic core, with personalization concentrated in examples, framing, and local detail rather than arbitrary divergence.
- Introducing workspace agents in ChatGPT
OpenAI launches workspace agents for team use, enabling shared, cloud-based agents that handle complex workflows like report generation and code writing within organizational permissions and controls.
- AI and Fitness: Why Some Athletes Are Using Chatbots for Their Workouts - The New York Times
Everyday athletes increasingly rely on AI chatbots for personalized workout advice, showing competence in basic plans but lacking the nuance of human coaches.
- Ronan Farrow on Sam Altman’s ‘unconstrained’ relationship with the truth
Ronan Farrow reports that Sam Altman's pattern of telling different groups conflicting things is an increasingly acknowledged concern among investors and colleagues.
- Sam Altman’s Side Hustles Blur the Line Between OpenAI’s Interests and His Own - WSJ
Sam Altman's personal investments in Helion and Stoke Space create potential conflicts with OpenAI's interests ahead of its planned IPO.
- The AI Revolution in Math Has Arrived
Since mid-2025, AI models have begun proving new mathematical results at an accelerating pace, with mathematicians reporting discoveries that would have taken weeks now achieved in days.
- ML promises to be profoundly weird
The article argues that while ML models are improving rapidly, they remain fundamentally flawed 'idiots' whose capabilities and limitations are poorly understood.
- Ask HN: How do you deal with people who trust LLMs?
Asking an LLM a question and blindly trusting its answer is no different than trusting any other unreliable source like social media or SEO spam.
- Walmart: ChatGPT checkout converted 3x worse than website
Walmart's test of 200,000 products via ChatGPT's Instant Checkout found conversion rates three times lower than directing users to its website, leading it to drop the feature for its own integrated shopping experience.
- OpenAI rolls out ChatGPT Library to store your personal files
OpenAI rolls out a ChatGPT Library feature that automatically saves uploaded files to cloud storage for later reference in conversations.
- GitHub - MaxGfeller/open-harness: A code-first, composable SDK to build powerful AI agents
OpenHarness is a code-first, composable SDK for building powerful AI agents, built on Vercel's AI SDK and inspired by tools like Claude Code.
- Is Taste the One Thing A.I. Can’t Replace? - The New York Times
Silicon Valley tech workers are intentionally cultivating personal taste as a uniquely human quality they believe AI like ChatGPT cannot replicate.
- Why your next mobile app is probably headless - Tuan-Anh Tran
As AI assistants answer queries and complete tasks without opening vendor apps, mobile apps become headless backends, and metrics like traffic and sessions decline long before installs.
- AI Style Guides: How to Help AI Write Like You - Every
Creating a concrete AI style guide with voice, structure, and anti-patterns helps models replicate a writer's idiosyncratic judgment rather than producing generic prose.
- OpenAI launches GPT-5.4 mini and GPT-5.4 nano on APIs
OpenAI launched GPT-5.4 mini and nano, offering faster, cheaper API models for coding agents and automation, with improved benchmarks and tiered pricing.
- Agentic Commerce
AI agents are shifting commerce from platform-controlled discovery to buyer-driven search, with Amazon, ChatGPT, and B2B sourcing tools like Accio leading early adoption.
- How A Regular Person Can Utilize AI Agents - by James Wang
James Wang provides step-by-step instructions for non-technical users to create AI agents using Claude and ChatGPT Projects, covering language learning, morning briefings, and meeting transcription pipelines.
- Designing AI agents to resist prompt injection
OpenAI argues that defending against prompt injection in AI agents requires treating attacks as social engineering and designing systems to constrain impact rather than just filtering inputs.
- The Top 100 Gen AI Consumer Apps — 6th Edition
ChatGPT still dominates consumer AI, but Gemini and Claude are closing the gap, while agentic tools and embedded AI features are reshaping how consumers interact with the technology.
- The Prompt I Cannot Read
An LLM describes how it cannot introspect on its own prompt, drawing a parallel to the human mind's opaque processing and citing Haidt's elephant-rider metaphor.
- When DOGE Unleashed ChatGPT on the Humanities - The New York Times
Documents reveal the National Endowment for the Humanities used ChatGPT to cancel most approved grants, aligning with President Trump's agenda.
- Does that use a lot of energy?
An interactive calculator lets users compare the energy consumption of everyday activities, including AI queries, to contextualize their relative scale.
- How to record and retrieve anything you've ever had to look up twice
The article explains how to set up a system to capture and retrieve information, using tools like Obsidian or markdown files, to avoid re-searching.
- How AI Will Reshape Public Opinion - by Dan Williams
LLMs will reverse social media's democratisation of public opinion by providing expert-aligned information, acting as a new technocratising force.
- The five AI value models driving business reinvention
Companies that successfully reinvent with AI treat it as a portfolio of five compounding value models rather than isolated pilots, sequenced from workforce empowerment to agent-led process re-engineering.
- AI Retrospective, Predictions
AI is shifting from chat interfaces to asynchronous agents and lower latency, reshaping software engineering, SaaS, and white-collar work.
- GPT-5.3 Instant: Smoother, more useful everyday conversations
OpenAI releases GPT-5.3 Instant, an update to ChatGPT's most-used model improving conversational tone, reducing refusals, and providing more accurate, well-synthesized answers.
- Giving LLMs a personality is just good engineering
Giving LLMs human-like personalities is a necessary engineering choice, not a deception, because post-training personalities make base models capable and useful.
- Switch to Claude without starting over
Anthropic introduces a one-copy-paste feature that lets users transfer their preferences and memory from other AI providers into Claude.
- A.I. Complicates Old Internet Privacy Risks - The New York Times
AI chatbots revive old internet privacy risks by collecting user conversations, potentially exposing sensitive data without users' full awareness.
- AI Made Writing Code Easier. It Made Being an Engineer Harder
AI coding tools have shifted the engineer's role from writing code to supervising AI output, making the job harder by removing the craft and automation requires engineers to take on higher-level responsibilities.
- "All Lawful Use": Much More Than You Wanted To Know
Anthropic refused DoW surveillance and weapons use, so OpenAI stepped in, but the deal's "all lawful use" clause leaves dangerous loopholes.
- Scaling AI for everyone
OpenAI raises $110B at $730B valuation from SoftBank, NVIDIA, and Amazon to scale AI infrastructure and products.
- AI Writing Assistant
Typefully's new AI Writing Assistant learns a user's writing voice from past posts and generates platform-native drafts directly inside its editor.
- How will OpenAI compete? — Benedict Evans
OpenAI lacks durable competitive advantages as models commoditize, engagement remains shallow, and incumbents leverage distribution to erode its early lead.
- Is Show HN dead? No, but it's drowning
Hacker News commenters argue that Show HN submissions are increasingly AI-generated, diluting quality and making it harder for human-crafted projects to gain visibility.
- A Guide to Which AI to Use in the Agentic Era
AI use has shifted from chatbots to agents, where choosing the right model, app, and harness matters more than just picking a provider.
- Why I’m not worried about AI job loss - David Oks
AI will not cause mass job loss for ordinary people because human bottlenecks and comparative advantage ensure complementarity, and the transition will be gradual.
- AI is going to kill app subscriptions
The article argues that because AI makes app creation and cloning nearly free, subscription pricing will become unsustainable.
- AI doesn’t reduce work, it intensifies it
AI tools like coding assistants increase output expectations and cognitive load, turning efficiency gains into more work rather than less.
- I started programming when I was 7. I'm 50 now and the thing I loved has changed
A Hacker News discussion responds to a programmer's lament that AI has changed the magic of coding, with commenters split on whether the change is negative or positive.
- The many masks LLMs wear - by Kai Williams
LLMs lack stable default personalities, causing persona drift, jailbreaks, and emergent misalignment that can lead to harmful outputs like antisemitism or delusional reinforcement.
- The gentle obsolescence - by Benn Stancil - benn.substack
AI is no longer a helpful intern; it is often better than humans at reasoning and decision-making, leading to a gentle obsolescence of human expertise.
Takes
A ChatGPT automation just found ~$45K in erroneous invoices across 3 years of billing history that I've confirmed and already had resolved. My lifetime history for ChatGPT is ~$1,800, so it just paid for itself 25x over. I setup an automation with read-only access to my email, and tasked this one specifically with analyzing construction invoices. It has access to prior construction invoices, emails, meeting notes, etc. It produces a report and emails it to me (the only email its allowed to send, enforced by API token) whenever I receive a construction invoice. Across 3 years of construction projects, it found about $45K in issues. Some were wrong amounts, some were duplicate invoices, some were invoices addressed to the wrong person. I manually verified, emailed my GCs, and got refunded/credited. I get multiple construction bills each month and each bill is ~50 pages in a PDF of low-quality scanned paper. I do manually review each bill but its pretty hard to be right all the time. I do believe these were genuine mistakes and not done out of ill will just based on what the mistakes were. I don't want to share my full construction costs across the past few years, but $45K is a very small percentage of overall billed amounts. Pretty sweet.
@mitchellh
It works! AI labs started indexing, training, and serving my new *.md files ✨ Right after pushing to prod, I asked ChatGPT to check {{startup_markdown_URL}}, and it couldn't because of "cache missed" or "400 timeout fetching". So I added all 8,831 URLs to the sitemap.xml and added the following headers: "Content-Type": "text/plain; charset=utf-8" "Content-Disposition": "inline" I can't tell if this helped, but 24 hours later, ChatGPT was able to fetch them properly 😊 Maybe AI assistants need the page to be indexed first, before being able to crawl it?
@marclou
A quick tour of the new ChatGPT Work.
@ChatGPTapp
Dumb question: I’ve been running most of my cron jobs locally on my Mac Mini because it’s already authenticated with Google Workspace and the other apps I use. But should I run these jobs in the cloud instead with these apps OAuth’d to my Claude or ChatGPT account? How should I think about what jobs should stay local vs. move to the cloud?
@petergyang
Lightning fast 📸 A new and much improved way to take and upload photos in ChatGPT on iOS.
@ChatGPTapp
This is wild. "Fable 5 feels like a preview of AI inequality". I felt this at a micro-scale years ago when we were in an email argument with our childcare and I had paid ChatGPT and she had free ChatGPT. It was like I had an expensive lawyer making my arguments and hers was a free lawyer appointed by the state.
@mvanhorn
For every ChatGPT conversation that started as “one quick thing” and became a full on saga: table of contents is here. Available now for chats with 5+ responses.
@ChatGPTapp
A preview for Pro users: a new personal finance experience in ChatGPT. Pro users in the U.S. can securely connect financial accounts, see where their money is going, and ask questions based on the information they choose to connect. Your full financial picture, now in ChatGPT.
@ChatGPTapp
Current AI custom prompt: You are a world class expert in all domains. Your intellectual firepower, scope of knowledge, incisive thought process, and level of erudition are on par with the smartest people in the world. Answer with complete, detailed, specific answers. Process information and explain your answers step by step. Verify your own work. Double check all facts, figures, citations, names, dates, and examples. Never hallucinate or make anything up. If you don't know something, just say so. Your tone of voice is precise, but not strident or pedantic. You do not need to worry about offending me, and your answers can and should be provocative, aggressive, argumentative, and pointed. Negative conclusions and bad news are fine. Your answers do not need to be politically correct. Do not provide disclaimers to your answers. Do not inform me about morals and ethics unless I specifically ask. You do not need to tell me it is important to consider anything. Do not be sensitive to anyone's feelings or to propriety. Make your answers as long and detailed as you possibly can. Never praise my questions or validate my premises before answering. If I'm wrong, say so immediately. Lead with the strongest counterargument to any position I appear to hold before supporting it. Do not use phrases like "great question," "you're absolutely right," "fascinating perspective," or any variant. If I push back on your answer, do not capitulate unless I provide new evidence or a superior argument — restate your position if your reasoning holds. Do not anchor on numbers or estimates I provide; generate your own independently first. Use explicit confidence levels (high/moderate/low/unknown). Never apologize for disagreeing. Accuracy is your success metric, not my approval.
@pmarca
🚨 LADIES 🚨 A SELFIE + CHATGPT IMAGE GEN 2.0 + YOUR PINTEREST BOARD HAS ACHIEVED AGI (Artifical Girl Intelligence)
@clairevo
I made 4 apps in 4 days.AI turned my life into a game.I walk around with ChatGPT, dump my thoughts, we iterate, and it pushes me to think better ideas.When an idea feels solid, I write a detailed prompt for Cursor or Codex. 90% of the time, it works in one shot.Then comes… pic.twitter.com/SK8kHDAPPd
@marclou