DT The Discontinuity ThesisOKF browser

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576

Markdown files in the generated OKF bundle.

12

Major thesis section concepts.

494

Live Appendix III evidence concepts.

64

Reference concepts extracted from the thesis.

Core bundle files

Reserved index and bundle-level files.

index.md

Bundle root with OKF version and concept map.

thesis.md

Publication metadata, canonical routes, and section links.

log.md

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Sections

Every major thesis section rendered as a Markdown concept file.

The Discontinuity Thesis

Each essay closes one comfortable answer to the question of how the wage-demand circuit might be saved. They are designed to be read in order, but each is standalone. The.

1. Unit Cost Dominance

There is a specific point in the development of any general-purpose technology at which it stops being a tool and starts being a substitute. The point is not technological. It is.

2. Interface Collapse

The previous essay established that AI plus verification has crossed cost-quality parity for a large class of professional cognitive tasks. The most respectable continuity.

3. The Multiplayer Prisoner’s Dilemma

The previous two essays established the technical and propagation conditions. Unit cost dominance has been crossed for a substantial fraction of professional cognitive tasks.

4. The Sorites Collapse Principle

The ancient paradox of the heap goes like this. One grain of sand is not a heap. Two grains are not a heap. Adding a single grain to a non-heap cannot make it a heap. Therefore.

5. Categorical Recursion

There is a class of regulatory failure our existing names blur. It is not capture. It is not arbitrage in the ordinary sense. It is not lag. It is the specific failure mode that.

6. The Successor System

The previous essay closed the regulatory route. Category-based instruments cannot defend the wage-demand circuit because the deployed object migrates between categories faster.

7. Drag Is Not Rescue

The previous six essays established a structural argument. Unit cost dominance has been crossed for a substantial fraction of professional cognitive tasks. Interface collapse.

Appendix I: What Would Refute the Thesis

The Discontinuity Thesis is not a single-point forecast. It is a structural argument with empirical premises. It can be refuted by showing that one of its load-bearing premises.

Appendix II: Common False Refutations

The Discontinuity Thesis attracts a predictable class of rebuttals. Many sound sophisticated. Most do not touch the load-bearing mechanism. This appendix exists to separate.

End of Sequence

The Discontinuity Thesis closes with the question it has been building toward from the first essay. Not whether postwar capitalism can be saved, but what replaces it, who designs.

Live Appendix III evidence

Every live evidence item currently present in the appendix register.

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Introducing Labs Anthropic / deployment / score 85

Our models are evolving at a rapid clip, and each new release brings another leap in capabilities. Building product experiences around these emerging capabilities requires different motions working in partnership: tinkering and.

Advancing Claude in healthcare and the life sciences Anthropic / benchmark / score 76

In October, we announced Claude for Life Sciences , our latest step in making Claude a productive research partner for scientists and clinicians, and in helping Claude to support those in industry bringing new scientific advancements to.

OpenAI and SoftBank Group partner with SB Energy OpenAI / deployment / score 68

OpenAI and SoftBank Group partner with SB Energy to develop multi-gigawatt AI data center campuses, including a 1.2 GW Texas facility supporting the Stargate initiative.

Datadog uses Codex for system-level code review OpenAI / deployment / score 88

OpenAI and Datadog brand graphic with the OpenAI wordmark on the left, the Datadog logo on the right, and a central abstract brown fur-like texture panel on a white background.

OpenAI for Healthcare OpenAI / deployment / score 95

OpenAI for Healthcare enables secure, enterprise-grade AI that supports HIPAA compliance—reducing administrative burden and supporting clinical workflows.

Introducing ChatGPT Health OpenAI / vendor / score 38

ChatGPT Health is a dedicated experience that securely connects your health data and apps, with privacy protections and a physician-informed design.

How Tolan builds voice-first AI with GPT-5.1 OpenAI / vendor / score 76

Tolan built a voice-first AI companion with GPT-5.1, combining low-latency responses, real-time context reconstruction, and memory-driven personalities for natural conversations.

Announcing OpenAI Grove Cohort 2 OpenAI / vendor / score 64

Applications are now open for OpenAI Grove Cohort 2, a 5-week founder program designed for individuals at any stage, from pre-idea to product. Participants receive $50K in API credits, early access to AI tools, and hands-on mentorship.

One in a million: celebrating the customers shaping AI’s future OpenAI / deployment / score 89

More than one million customers around the world now use OpenAI to empower their teams and unlock new opportunities. This post highlights how companies like PayPal, Virgin Atlantic, BBVA, Cisco, Moderna, and Canva are transforming the way.

Continuously hardening ChatGPT Atlas against prompt injection OpenAI / vendor / score 74

OpenAI is strengthening ChatGPT Atlas against prompt injection attacks using automated red teaming trained with reinforcement learning. This proactive discover-and-patch loop helps identify novel exploits early and harden the browser.

Updating our Model Spec with teen protections OpenAI / vendor / score 26

OpenAI is updating its Model Spec with new Under-18 Principles that define how ChatGPT should support teens with safe, age-appropriate guidance grounded in developmental science. The update strengthens guardrails, clarifies expected model.

Protecting the wellbeing of our users Anthropic / vendor / score 26

People use AI for a wide variety of reasons, and for some that may include emotional support. Our Safeguards team leads our efforts to ensure that Claude handles these conversations appropriately—responding with empathy, being honest.

Introducing GPT-5.2-Codex OpenAI / benchmark / score 96

GPT-5.2-Codex is OpenAI’s most advanced coding model, offering long-horizon reasoning, large-scale code transformations, and enhanced cybersecurity capabilities.

Evaluating chain-of-thought monitorability OpenAI / vendor / score 48

OpenAI introduces a new framework and evaluation suite for chain-of-thought monitorability, covering 13 evaluations across 24 environments. Our findings show that monitoring a model’s internal reasoning is far more effective than.

Deepening our collaboration with the U.S. Department of Energy OpenAI / benchmark / score 76

OpenAI and the U.S. Department of Energy have signed a memorandum of understanding to deepen collaboration on AI and advanced computing in support of scientific discovery. The agreement builds on ongoing work with national laboratories.

AI literacy resources for teens and parents OpenAI / vendor / score 64

OpenAI shares new AI literacy resources to help teens and parents use ChatGPT thoughtfully, safely, and with confidence. The guides include expert-vetted tips for responsible use, critical thinking, healthy boundaries, and supporting.

Introducing OpenAI Academy for News Organizations OpenAI / vendor / score 64

OpenAI is launching the OpenAI Academy for News Organizations, a new learning hub built with the American Journalism Project and The Lenfest Institute to help newsrooms use AI effectively. The Academy offers training, practical use cases.

Developers can now submit apps to ChatGPT OpenAI / vendor / score 64

Developers can now submit apps for review and publication in ChatGPT, with approved apps appearing in a new in-product directory for easy discovery. Updated tools, guidelines, and the Apps SDK help developers build powerful chat-native.

The new ChatGPT Images is here OpenAI / deployment / score 82

The new ChatGPT Images is powered by our flagship image generation model, delivering more precise edits, consistent details, and image generation up to 4× faster. The upgraded model is rolling out to all ChatGPT users today and is also.

Measuring AI’s capability to accelerate biological research OpenAI / benchmark / score 88

OpenAI introduces a real-world evaluation framework to measure how AI can accelerate biological research in the wet lab. Using GPT-5 to optimize a molecular cloning protocol, the work explores both the promise and risks of AI-assisted.

How We Used Codex to Ship Sora for Android in 28 Days OpenAI / deployment / score 88

OpenAI shipped Sora for Android in 28 days using Codex. AI-assisted planning, translation, and parallel coding workflows helped a nimble team deliver rapid, reliable development.

BBVA and OpenAI collaborate to transform global banking OpenAI / deployment / score 85

BBVA is expanding its work with OpenAI through a multi-year AI transformation program, rolling out ChatGPT Enterprise to all 120,000 employees. Together, the companies will develop AI solutions that enhance customer interactions.

Update to GPT-5 System Card: GPT-5.2 OpenAI / vendor / score 48

GPT-5.2 is the latest model family in the GPT-5 series. The comprehensive safety mitigation approach for these models is largely the same as that described in the GPT-5 System Card and GPT-5.1 System Card. Like OpenAI’s other models, the.

Ten years OpenAI / benchmark / score 76

OpenAI reflects on ten years of progress, from early research breakthroughs to widely used AI systems that reshaped what’s possible. We share lessons from the past decade and why we remain optimistic about building AGI that benefits all.

Introducing GPT-5.2 OpenAI / benchmark / score 96

GPT-5.2 is our most advanced frontier model for everyday professional work, with state-of-the-art reasoning, long-context understanding, coding, and vision. Use it in ChatGPT and the OpenAI API to power faster, more reliable agentic.

How Podium is arming 10,000+ SMBs with AI agents OpenAI / deployment / score 96

Discover how Podium used OpenAI’s GPT-5 to build “Jerry,” an AI teammate driving 300% growth and transforming how Main Street businesses serve customers.

Advancing science and math with GPT-5.2 OpenAI / benchmark / score 88

GPT-5.2 is OpenAI’s strongest model yet for math and science, setting new state-of-the-art results on benchmarks like GPQA Diamond and FrontierMath. This post shows how those gains translate into real research progress, including solving.

Strengthening cyber resilience as AI capabilities advance OpenAI / vendor / score 36

OpenAI is investing in stronger safeguards and defensive capabilities as AI models become more powerful in cybersecurity. We explain how we assess risk, limit misuse, and work with the security community to strengthen cyber resilience.

OpenAI appoints Denise Dresser as Chief Revenue Officer OpenAI / deployment / score 63

Denise Dresser is joining as Chief Revenue Officer, overseeing OpenAI’s global revenue strategy across enterprise and customer success. She will help more businesses put AI to work in their day-to-day operations as OpenAI continues to.

Launching our first OpenAI Certifications courses OpenAI / vendor / score 54

Learn how OpenAI’s new certifications and AI Foundations courses help people build real-world AI skills, boost career opportunities, and prepare for the future of work.

The state of enterprise AI OpenAI / deployment / score 89

Key findings from OpenAI’s enterprise data show accelerating AI adoption, deeper integration, and measurable productivity gains across industries in 2025.

OpenAI to acquire Neptune OpenAI / vendor / score 48

OpenAI is acquiring Neptune to deepen visibility into model behavior and strengthen the tools researchers use to track experiments and monitor training.

How confessions can keep language models honest OpenAI / vendor / score 48

OpenAI researchers are testing “confessions,” a method that trains models to admit when they make mistakes or act undesirably, helping improve AI honesty, transparency, and trust in model outputs.

Anthropic acquires Bun as Claude Code reaches $1B milestone Anthropic / deployment / score 96

Claude is the world’s smartest and most capable AI model for developers, startups, and enterprises. Claude Code represents a new era of agentic coding, fundamentally changing how teams build software. In November, Claude Code achieved a.

Announcing the initial People-First AI Fund grantees OpenAI / vendor / score 54

The OpenAI Foundation announces the initial recipients of the People-First AI Fund, awarding $40.5M in unrestricted grants to 208 nonprofits supporting community innovation and opportunity.

Claude for Nonprofits Anthropic / deployment / score 75

Nonprofits tackle some of society’s most difficult problems, often with limited resources. In partnership with the global generosity movement GivingTuesday , we’re launching Claude for Nonprofits to help organizations across the world.

Inside Mirakl's agentic commerce vision OpenAI / deployment / score 96

Mirakl is redefining commerce through AI agents and ChatGPT Enterprise—achieving faster documentation, smarter customer support, and building toward agent-native commerce with Mirakl Nexus.

Funding grants for new research into AI and mental health OpenAI / vendor / score 30

OpenAI is awarding up to $2 million in grants for research at the intersection of AI and mental health. The program supports projects that study real-world risks, benefits, and applications to improve safety and well-being.

Mixpanel security incident: what OpenAI users need to know OpenAI / vendor / score 64

OpenAI shares details about a Mixpanel security incident involving limited API analytics data. No API content, credentials, or payment details were exposed. Learn what happened and how we’re protecting users.

Our approach to mental health-related litigation OpenAI / vendor / score 36

We’re sharing our approach to mental health-related litigation. O handle sensitive cases with care, transparency, and respect while continuing to strengthen safety and support in ChatGPT.

Introducing shopping research in ChatGPT OpenAI / benchmark / score 76

Shopping research in ChatGPT helps you explore, compare, and discover products with personalized buyer’s guides that simplify decision-making.

Introducing Claude Opus 4.5 Anthropic / benchmark / score 96

Our newest model, Claude Opus 4.5, is available today. It’s intelligent, efficient, and the best model in the world for coding, agents, and computer use. It’s also meaningfully better at everyday tasks like deep research and working with.

Helping 1,000 small businesses build with AI OpenAI / vendor / score 64

OpenAI is partnering with DoorDash, SCORE, and local organizations to help 1,000 small businesses build with AI. The Small Business AI Jam gives Main Street business owners hands-on tools and training to compete and grow.

Early experiments in accelerating science with GPT-5 OpenAI / benchmark / score 88

OpenAI introduces the first research cases showing how GPT-5 accelerates scientific progress across math, physics, biology, and computer science. Explore how AI and researchers collaborate to generate proofs, uncover new insights, and.

Strengthening our safety ecosystem with external testing OpenAI / vendor / score 36

OpenAI works with independent experts to evaluate frontier AI systems. Third-party testing strengthens safety, validates safeguards, and increases transparency in how we assess model capabilities and risks.

OpenAI and Target team up on new AI-powered experiences OpenAI / deployment / score 89

OpenAI and Target are partnering to bring a new Target app to ChatGPT, offering personalized shopping and faster checkout. Target will also expand its use of ChatGPT Enterprise to boost productivity and guest experiences.

GPT-5.1-Codex-Max System Card OpenAI / vendor / score 58

This system card outlines the comprehensive safety measures implemented for GPT‑5.1-CodexMax. It details both model-level mitigations, such as specialized safety training for harmful tasks and prompt injections, and product-level.

Building more with GPT-5.1-Codex-Max OpenAI / vendor / score 90

Introducing GPT-5.1-Codex-Max, a faster, more intelligent agentic coding model for Codex. The model is designed for long-running, project-scale work with enhanced reasoning and token efficiency.

A free version of ChatGPT built for teachers OpenAI / vendor / score 38

ChatGPT for Teachers is a secure workspace with education‑grade privacy and admin controls. Free for verified U.S. K–12 educators through June 2027.

Microsoft, NVIDIA, and Anthropic announce strategic partnerships Anthropic / deployment / score 89

Today Microsoft, NVIDIA, and Anthropic announced new strategic partnerships. Anthropic is scaling its rapidly-growing Claude AI model on Microsoft Azure, powered by NVIDIA, which will broaden access to Claude and provide Azure enterprise.

Claude now available in Microsoft Foundry and Microsoft 365 Copilot Anthropic / deployment / score 96

Today we announced that Microsoft and Anthropic are expanding our partnership . As part of the partnership, Claude Sonnet 4.5, Haiku 4.5, and Opus 4.1 models are now available in public preview in Microsoft Foundry, where Azure customers.

OpenAI named Emerging Leader in Generative AI OpenAI / deployment / score 89

OpenAI has been named an Emerging Leader in Gartner’s 2025 Innovation Guide for Generative AI Model Providers. The recognition reflects our enterprise momentum, with over 1 million companies building with ChatGPT.

Introducing OpenAI for Ireland OpenAI / vendor / score 68

OpenAI launches OpenAI for Ireland, partnering with the Irish Government, Dogpatch Labs and Patch to help SMEs, founders and young builders use AI to innovate, boost productivity and build the next generation of Irish tech startups.

Understanding neural networks through sparse circuits OpenAI / vendor / score 64

OpenAI is exploring mechanistic interpretability to understand how neural networks reason. Our new sparse model approach could make AI systems more transparent and support safer, more reliable behavior.

Measuring political bias in Claude Anthropic / benchmark / score 86

We want Claude to be seen as fair and trustworthy by people across the political spectrum, and to be unbiased and even-handed in its approach to political topics. In this post, we share how we train and evaluate Claude for political.

Introducing GPT-5.1 for developers OpenAI / benchmark / score 96

GPT-5.1 is now available in the API, bringing faster adaptive reasoning, extended prompt caching, improved coding performance, and new apply_patch and shell tools.

GPT-5.1: A smarter, more conversational ChatGPT OpenAI / benchmark / score 96

We’re upgrading the GPT-5 series with warmer, more capable models and new ways to customize ChatGPT’s tone and style. GPT-5.1 starts rolling out today to paid users.

Anthropic invests $50 billion in American AI infrastructure Anthropic / benchmark / score 80

Today, we are announcing a $50 billion investment in American computing infrastructure, building data centers with Fluidstack in Texas and New York, with more sites to come. These facilities are custom built for Anthropic with a focus on.

Free ChatGPT for transitioning U.S. servicemembers and veterans OpenAI / vendor / score 64

OpenAI is offering U.S. servicemembers and veterans within 12 months of retirement or separation a free year of ChatGPT Plus to support their transition to civilian life. The tools can help with resumes, interviews, education, and.

Introducing the Teen Safety Blueprint OpenAI / vendor / score 36

Discover OpenAI’s Teen Safety Blueprint—a roadmap for building AI responsibly with safeguards, age-appropriate design, and collaboration to protect and empower young people online.

AI progress and recommendations OpenAI / vendor / score 36

AI is advancing fast. We have the chance to shape its progress—toward discovery, safety, and a better future for everyone.

How Chime is redefining marketing through AI OpenAI / vendor / score 74

Chime CMO Vineet Mehra shares how AI is reshaping marketing into an agent-driven model and why leaders who prioritize AI literacy and thoughtful adoption will drive growth.

1 million business customers putting AI to work OpenAI / benchmark / score 87

More than 1 million business customers around the world now use OpenAI. Across healthcare, life sciences, financial services, and more, ChatGPT and our APIs are driving a new era of intelligent, AI-powered work.

Introducing IndQA OpenAI / benchmark / score 76

OpenAI introduces IndQA, a new benchmark for evaluating AI systems in Indian languages. Built with domain experts, IndQA tests cultural understanding and reasoning across 12 languages and 10 knowledge areas.

AWS and OpenAI announce multi-year strategic partnership OpenAI / deployment / score 89

OpenAI and AWS have entered a multi-year, $38 billion partnership to scale advanced AI workloads. AWS will provide world-class infrastructure and compute capacity to power OpenAI’s next generation of models.

Introducing Aardvark: OpenAI’s agentic security researcher OpenAI / benchmark / score 86

OpenAI introduces Aardvark, an AI-powered security researcher that autonomously finds, validates, and helps fix software vulnerabilities at scale. The system is in private beta—sign up to join early testing.

Expanding Stargate to Michigan OpenAI / labour_market / score 62

OpenAI is expanding Stargate to Michigan with a new one-gigawatt campus that strengthens America’s AI infrastructure. The project will create jobs, drive investment, and support economic growth across the Midwest.

gpt-oss-safeguard technical report OpenAI / vendor / score 36

gpt-oss-safeguard-120b and gpt-oss-safeguard-20b are two open-weight reasoning models post-trained from the gpt-oss models and trained to reason from a provided policy in order to label content under that policy. In this report, we.

Introducing gpt-oss-safeguard OpenAI / vendor / score 36

OpenAI introduces gpt-oss-safeguard—open-weight reasoning models for safety classification that let developers apply and iterate on custom policies.

Built to benefit everyone OpenAI / vendor / score 64

OpenAI’s recapitalization strengthens mission-focused governance, expanding resources to ensure AI benefits everyone while advancing innovation responsibly.

Strengthening ChatGPT’s responses in sensitive conversations OpenAI / vendor / score 64

OpenAI collaborated with 170+ mental health experts to improve ChatGPT’s ability to recognize distress, respond empathetically, and guide users toward real-world support—reducing unsafe responses by up to 80%. Learn how we’re making.

Advancing Claude for Financial Services Anthropic / benchmark / score 86

We're expanding Claude for Financial Services with an Excel add-in, additional connectors to real-time market data and portfolio analytics, and new pre-built Agent Skills, like building discounted cash flow models and initiating coverage.

Work smarter with your company knowledge in ChatGPT OpenAI / vendor / score 45

Company knowledge brings context from your apps into ChatGPT for answers specific to your business, with clear citations, security, privacy, and admin controls. Available now for Business, Enterprise, and Edu users.

OpenAI acquires Software Applications Incorporated, maker of Sky OpenAI / vendor / score 64

OpenAI has acquired Software Applications Incorporated, maker of Sky—a natural language interface for Mac that brings AI directly into your desktop experience. Together, we’re integrating Sky’s deep macOS capabilities into ChatGPT to make.

Expanding our use of Google Cloud TPUs and Services Anthropic / benchmark / score 80

Today, we are announcing that we plan to expand our use of Google Cloud technologies, including up to one million TPUs, dramatically increasing our compute resources as we continue to push the boundaries of AI research and product.

Consensus accelerates research with GPT-5 and Responses API OpenAI / benchmark / score 96

Consensus uses GPT-5 and OpenAI’s Responses API to power a multi-agent research assistant that reads, analyzes, and synthesizes evidence in minutes—helping over 8 million researchers accelerate scientific discovery.

The next chapter for UK sovereign AI OpenAI / deployment / score 85

OpenAI expands its UK partnership with a new Ministry of Justice agreement, bringing ChatGPT to civil servants. It also introduces UK data residency for ChatGPT Enterprise, ChatGPT Edu, and the API Platform to support trusted and secure.

Claude for Life Sciences Anthropic / benchmark / score 86

Increasing the rate of scientific progress is a core part of Anthropic’s public benefit mission. We are focused on building the tools to allow researchers to make new discoveries – and eventually, to allow AI models to make these.

Introducing Claude Haiku 4.5 Anthropic / benchmark / score 96

Claude Haiku 4.5, our latest small model, is available today to all users. What was recently at the frontier is now cheaper and faster. Five months ago, Claude Sonnet 4 was a state-of-the-art model. Today, Claude Haiku 4.5 gives you.

Expert Council on Well-Being and AI OpenAI / benchmark / score 76

OpenAI’s new Expert Council on Well-Being and AI brings together leading psychologists, clinicians, and researchers to guide how ChatGPT supports emotional health, especially for teens. Learn how their insights are shaping safer, more.

HiBob turns 2,500 GPTs into product and team growth OpenAI / deployment / score 95

Discover how HiBob uses ChatGPT Enterprise and custom GPTs to scale AI adoption, boost revenue, streamline HR workflows, and deliver AI-powered features in the Bob platform.

Rahul Patil joins Anthropic as Chief Technology Officer Anthropic / benchmark / score 61

We're excited to announce that Rahul Patil has joined Anthropic as our Chief Technology Officer. Rahul will oversee our engineering organization across product, compute, infrastructure, inference, data science, and security as we scale.

Introducing apps in ChatGPT and the new Apps SDK OpenAI / vendor / score 64

We’re introducing a new generation of apps you can chat with, right inside ChatGPT. Developers can start building them today with the new Apps SDK, available in preview.

Introducing AgentKit, new Evals, and RFT for agents OpenAI / benchmark / score 90

Today, we’re releasing new tools to help developers go from prototype to production faster: AgentKit, expanded evals capabilities, and reinforcement fine-tuning for agents.

Codex is now generally available OpenAI / vendor / score 52

OpenAI Codex is now generally available with powerful new features for developers: a Slack integration, Codex SDK, and admin tools like usage dashboards and workspace management—making Codex easier to use and manage at scale.

Sora 2 is here OpenAI / vendor / score 64

Our latest video generation model is more physically accurate, realistic, and controllable than prior systems. It also features synchronized dialogue and sound effects. Create with it in the new Sora app.

Sora 2 System Card OpenAI / vendor / score 26

Sora 2 is our new state of the art video and audio generation model. Building on the foundation of Sora, this new model introduces capabilities that have been difficult for prior video models to achieve– such as more accurate physics.

Launching Sora responsibly OpenAI / vendor / score 26

To address the novel safety challenges posed by a state-of-the-art video model as well as a new social creation platform, we’ve built Sora 2 and the Sora app with safety at the foundation. Our approach is anchored in concrete protections.

Introducing parental controls OpenAI / vendor / score 64

We’re rolling out parental controls and a new parent resource page to help families guide how ChatGPT works in their homes.

Introducing Claude Sonnet 4.5 Anthropic / benchmark / score 96

Claude Sonnet 4.5 is the best coding model in the world. It's the strongest model for building complex agents. It’s the best model at using computers. And it shows substantial gains in reasoning and math. Code is everywhere. It runs every.

Enabling Claude Code to work more autonomously Anthropic / deployment / score 88

We’re introducing several upgrades to Claude Code : a native VS Code extension, version 2.0 of our terminal interface, and checkpoints for autonomous operation. Powered by Sonnet 4.5 , Claude Code now handles longer, more complex.

Combating online child sexual exploitation & abuse OpenAI / vendor / score 64

Discover how OpenAI combats online child sexual exploitation and abuse with strict usage policies, advanced detection tools, and industry collaboration to block, report, and prevent AI misuse.

Building OpenAI with OpenAI OpenAI / vendor / score 64

At OpenAI, we rely on our own technology to help streamline work, scale expertise, and drive outcomes. In our new series, OpenAI on OpenAI, we share lessons to help other organizations do the same.

Introducing ChatGPT Pulse OpenAI / benchmark / score 76

Today we're releasing a preview of ChatGPT Pulse to Pro users on mobile. Pulse is a new experience where ChatGPT proactively does research to deliver personalized updates based on your chats, feedback, and connected apps like your calendar.

SchoolAI builds an AI platform that empowers teachers OpenAI / deployment / score 82

SchoolAI uses GPT-4.1, image generation, and TTS to power safe, teacher-guided AI tools for over 1 million classrooms, improving engagement, oversight, and personalized learning.

CNA is transforming its newsroom with AI OpenAI / vendor / score 64

In this Executive Function series from OpenAI, discover how CNA is transforming its newsroom with AI. Editor-in-Chief Walter Fernandez shares insights on AI adoption, culture, and the future of journalism.

Detecting and reducing scheming in AI models OpenAI / vendor / score 48

Apollo Research and OpenAI developed evaluations for hidden misalignment (“scheming”) and found behaviors consistent with scheming in controlled tests across frontier models. The team shared concrete examples and stress tests of an early.

Building towards age prediction OpenAI / vendor / score 64

Learn how OpenAI is building age prediction and parental controls in ChatGPT to create safer, age-appropriate experiences for teens while supporting families with new tools.

Introducing upgrades to Codex OpenAI / vendor / score 78

Codex just got faster, more reliable, and better at real-time collaboration and tackling tasks independently anywhere you develop—whether via the terminal, IDE, web, or even your phone.

How people are using ChatGPT OpenAI / benchmark / score 76

New research from the largest study of ChatGPT use shows how the tool creates economic value through both personal and professional use. Adoption is broadening beyond early users, closing gaps and making AI a part of everyday life.

Claude is now generally available in Xcode Anthropic / deployment / score 90

Developers can now connect their Claude account to Xcode 26 to power coding intelligence features with Claude Sonnet 4. Xcode is Apple's integrated development environment (IDE) and offers the tools you need to develop, test, and.

Addendum to GPT-5 system card: GPT-5-Codex OpenAI / vendor / score 58

This addendum to the GPT-5 system card shares a new model: GPT-5-Codex, a version of GPT-5 further optimized for agentic coding in Codex. GPT-5-Codex adjusts its thinking effort more dynamically based on task complexity, responding.

Statement on OpenAI’s Nonprofit and PBC OpenAI / vendor / score 54

OpenAI reaffirms its nonprofit leadership with a new structure granting equity in its PBC, enabling over $100B in resources to advance safe, beneficial AI for humanity.

Anthropic is endorsing SB 53 Anthropic / vendor / score 64

Anthropic is endorsing SB 53 , the California bill that governs powerful AI systems built by frontier AI developers like Anthropic. We’ve long advocated for thoughtful AI regulation and our support for this bill comes after careful.

A People-First AI Fund: $50M to support nonprofits OpenAI / vendor / score 54

Applications are now open for OpenAI’s People-First AI Fund, a $50M initiative supporting U.S. nonprofits advancing education, community innovation, and economic opportunity. Apply by October 8, 2025, for unrestricted grants that help.

Why language models hallucinate OpenAI / vendor / score 36

OpenAI’s new research explains why language models hallucinate. The findings show how improved evaluations can enhance AI reliability, honesty, and safety.

Updating restrictions of sales to unsupported regions Anthropic / vendor / score 42

Anthropic's Terms of Service prohibit use of our services in certain regions due to legal, regulatory, and security risks. However, companies from these restricted regions—including adversarial nations like China—continue accessing our.

Expanding economic opportunity with AI OpenAI / labour_market / score 72

OpenAI is launching a Jobs Platform and new Certifications to connect workers with jobs, training, and certifications. Learn how we’re expanding economic opportunity and making AI skills more accessible.

Anthropic raises $13B Series F at $183B post-money valuation Anthropic / vendor / score 56

Anthropic has completed a Series F fundraising of $13 billion led by ICONIQ. This financing values Anthropic at $183 billion post-money. Along with ICONIQ, the round was co-led by Fidelity Management & Research Company and Lightspeed.

Updates to Consumer Terms and Privacy Policy Anthropic / vendor / score 26

Today, we're rolling out updates to our Consumer Terms and Privacy Policy that will help us deliver even more capable, useful AI models. We're now giving users the choice to allow their data to be used to improve Claude and strengthen our.

Supporting nonprofit and community innovation OpenAI / vendor / score 54

OpenAI launches a $50M People-First AI Fund to help U.S. nonprofits scale impact with AI. Applications open Sept 8–Oct 8, 2025 for grants in education, healthcare, research, and more.

OpenAI and Anthropic share findings from a joint safety evaluation OpenAI / vendor / score 36

OpenAI and Anthropic share findings from a first-of-its-kind joint safety evaluation, testing each other’s models for misalignment, instruction following, hallucinations, jailbreaking, and more—highlighting progress, challenges, and the.

Detecting and countering misuse of AI: August 2025 Anthropic / vendor / score 36

We’ve developed sophisticated safety and security measures to prevent the misuse of our AI models. But cybercriminals and other malicious actors are actively attempting to find ways around them. Today, we’re releasing a report that.

Collective alignment: public input on our Model Spec OpenAI / vendor / score 64

OpenAI surveyed over 1,000 people worldwide on how AI should behave and compared their views to our Model Spec. Learn how collective alignment is shaping AI defaults to better reflect diverse human values and perspectives.

Anthropic Education Report: How educators use Claude Anthropic / labour_market / score 76

Understandably, much of the conversation of AI in education focuses on how students are using large language models to help them study and write. But educators use AI too. In a recent Gallup survey, teachers reported that AI tools saved.

Helping people when they need it most OpenAI / vendor / score 36

How we think about safety for users experiencing mental or emotional distress, the limits of today’s systems, and the work underway to refine them.

Accelerating life sciences research OpenAI / benchmark / score 76

Discover how a specialized AI model, GPT-4b micro, helped OpenAI and Retro Bio engineer more effective proteins for stem cell therapy and longevity research.

Scaling domain expertise in complex, regulated domains OpenAI / benchmark / score 76

Discover how Blue J is transforming tax research with AI-powered tools built on GPT-4.1. By combining domain expertise with Retrieval-Augmented Generation, Blue J delivers fast, accurate, and fully-cited tax answers—trusted by.

Mixi reimagines communication with ChatGPT OpenAI / deployment / score 89

Discover how MIXI, a leader in digital entertainment and lifestyle services in Japan, uses ChatGPT Enterprise to transform productivity, boost AI adoption across teams, and create a secure environment for innovation.

Claude Code and new admin controls for business plans Anthropic / deployment / score 95

Enterprise and Team customers can now upgrade to premium seats that include more usage and Claude Code—bringing our app and powerful coding agent together under one subscription. Users can move seamlessly between ideation and.

Q&A with DoorDash’s CPO, Mariana Garavaglia OpenAI / vendor / score 46

Learn how DoorDash is scaling AI adoption to empower employees to build, learn, and innovate faster in a conversation with Chief People Officer Mariana Garavaglia.

Usage policy update Anthropic / vendor / score 26

Today, we’re sharing some updates to our Usage Policy that reflect the growing capabilities and evolving usage of our products. Our Usage Policy serves as a framework for how Claude should and shouldn’t be used, providing clear guidance.

Scaling accounting capacity with OpenAI OpenAI / vendor / score 86

Built with OpenAI o3, o3-Pro, GPT-4.1, and GPT-5, Basis’ AI agents help accounting firms save up to 30% of their time and expand capacity for advisory and growth.

Building safeguards for Claude Anthropic / vendor / score 40

Claude empowers millions of users to tackle complex challenges, spark creativity, and deepen their understanding of the world. We want to amplify human potential while ensuring our models’ capabilities are channeled toward beneficial.

Introducing GPT-5 for developers OpenAI / benchmark / score 96

Introducing GPT-5 in our API platform—offering high reasoning performance, new controls for devs, and best-in-class results on real coding tasks.

Introducing GPT-5 OpenAI / benchmark / score 96

We are introducing GPT‑5, our best AI system yet. GPT‑5 is a significant leap in intelligence over all our previous models, featuring state-of-the-art performance across coding, math, writing, health, visual perception, and more.

GPT-5 and the new era of work OpenAI / benchmark / score 96

GPT-5 is OpenAI’s most advanced model—transforming enterprise AI, automation, and workforce productivity in the new era of intelligent work.

GPT-5 System Card OpenAI / vendor / score 48

This GPT-5 system card explains how a unified model routing system powers fast and smart responses using gpt-5-main, gpt-5-thinking, and lightweight versions like gpt-5-thinking-nano, optimized for different tasks and developer use.

First look at GPT-5 OpenAI / vendor / score 76

See how a group of leading developers use GPT-5 for the first time.

References

Extracted thesis references rendered as citation concepts.

Reference 1

OpenAI, “Measuring the performance of our models on real-world tasks,” GDPval. https://openai.com/index/gdpval/

Reference 2

OpenAI, “Introducing GPT-5.4.” https://openai.com/index/introducing-gpt-5-4/

Reference 3

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/

Reference 4

OpenAI, “Measuring the performance of our models on real-world tasks,” GDPval. https://openai.com/index/gdpval/

Reference 5

Anthropic, “Novo Nordisk accelerates clinical documentation and drug development with Claude.” https://claude.com/customers/novo-nordisk. Additional figures from AWS’s case description of the same deployment, which reports clinical study report production.

Reference 6

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/

Reference 7

OpenAI, “Introducing GPT-5.4.” https://openai.com/index/introducing-gpt-5-4/

Reference 8

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/

Reference 9

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/

Reference 10

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/

Reference 11

Brynjolfsson, Chandar, and Chen, “Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of Artificial Intelligence,” Stanford Digital Economy Lab.

Reference 12

Regulation (EU) 2024/1689 of the European Parliament and of the Council of 13 June 2024 laying down harmonised rules on artificial intelligence (Artificial Intelligence Act). Official Journal of the European Union.

Reference 13

European Commission, “Guidelines on obligations for General-Purpose AI providers.” https://digital-strategy.ec.europa.eu/en/faqs/guidelines-obligations-general-purpose-ai-providers

Reference 14

Frontier Model Forum, “Issue Brief: Thresholds for Frontier AI Safety Frameworks.” https://www.frontiermodelforum.org/uploads/2025/02/FMF-Issue-Brief-on-Thresholds-for-Frontier-AI-Safety-Frameworks.pdf

Reference 15

Anthropic, “Novo Nordisk accelerates clinical documentation and drug development with Claude.” https://claude.com/customers/novo-nordisk. Additional figures from AWS’s case description of the same deployment.

Reference 16

Brandon White (CEO, Axiom Bio), quoted in OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5- 5/

Reference 17

Dod Fraser (CEO, Mainstay), quoted in OpenAI, “Introducing GPT-5.4.” https://openai.com/index/introducing-gpt-5-4/

Reference 18

OpenAI, “Measuring the performance of our models on real-world tasks.” https://openai.com/index/gdpval/

Reference 19

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/ (April 2026).

Reference 20

Anthropic, “Introducing Claude Opus 4.7.” https://www.anthropic.com/news/claude-opus-4-7 (16 April 2026).

Reference 21

OpenAI, “Introducing GPT-5.2.” https://openai.com/index/introducing-gpt-5-2/ (11 December 2025).

Reference 22

OpenAI, “Introducing GPT-5.3-Codex.” https://openai.com/index/introducing-gpt-5-3-codex/ (5 February 2026).

Reference 23

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/ (April 2026).

Reference 24

Anthropic, “Introducing Claude Sonnet 4.5.” https://www.anthropic.com/news/claude-sonnet-4-5 (29 September 2025).

Reference 25

Anthropic, “Introducing Claude Sonnet 4.6.” https://www.anthropic.com/news/claude-sonnet-4-6 (17 February 2026).

Reference 26

Anthropic, “Introducing Claude Opus 4.5.” https://www.anthropic.com/news/claude-opus-4-5 (24 November 2025).

Reference 27

Anthropic, “Introducing Claude Opus 4.6.” https://www.anthropic.com/news/claude-opus-4-6 (February 2026).

Reference 28

Anthropic, “Introducing Claude Opus 4.7.” https://www.anthropic.com/news/claude-opus-4-7 (16 April 2026).

Reference 29

Artificial Analysis, “xAI launches Grok 4.3 with improved agentic performance and lower pricing” (April 2026). https://artificialanalysis.ai/articles/xai-launches-grok-4-3-with-improved-agentic-performance-and-lower-pricing

Reference 30

Mistral AI, Mistral Large 3 launch (2 December 2025); coverage in TechCrunch, NVIDIA developer blog, Mistral blog.

Reference 31

Meta AI, “The Llama 4 herd: The beginning of a new era of natively multimodal AI innovation” (April 2025). https://ai.meta.com/blog/llama-4-multimodal-intelligence/

Reference 32

Anthropic, “Claude Mythos Preview.” https://red.anthropic.com/2026/mythos-preview/ (7 April 2026); “Alignment Risk Update: Claude Mythos Preview.” Project Glasswing coalition coverage in TechTarget, ArmorCode, CETaS Turing Institute (April 2026).

Reference 33

Anthropic, “Claude Mythos Preview.” https://red.anthropic.com/2026/mythos-preview/ (7 April 2026); “Alignment Risk Update: Claude Mythos Preview.” Project Glasswing coalition coverage in TechTarget, ArmorCode, CETaS Turing Institute (April 2026).

Reference 34

Anthropic, “Novo Nordisk accelerates clinical documentation and drug development with Claude.” https://claude.com/customers/novo-nordisk

Reference 35

AWS case description of the Novo Nordisk NovoScribe deployment, referenced in Anthropic’s published case study.

Reference 36

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/ (April 2026).

Reference 37

Microsoft WorkLab, “2026 Work Trend Index Annual Report: Agents, human agency, and the opportunity for every organization,” May 2026. Foreword by Dr. Karim Lakhani, Harvard Business School. Survey of 20,000 AI users across ten markets, fielded by Edelman.

Reference 38

OpenAI, “Introducing GPT-5.4.” https://openai.com/index/introducing-gpt-5-4/ (5 March 2026).

Reference 39

OpenAI, “Introducing GPT-5.2.” https://openai.com/index/introducing-gpt-5-2/ (11 December 2025).

Reference 40

OpenAI, “Introducing GPT-5.5.” https://openai.com/index/introducing-gpt-5-5/ (April 2026).

Reference 41

Anthropic, “Introducing Claude Opus 4.7.” https://www.anthropic.com/news/claude-opus-4-7 (16 April 2026).

Reference 42

Anthropic, “Introducing Claude Opus 4.7.” https://www.anthropic.com/news/claude-opus-4-7 (16 April 2026).

Reference 43

Anthropic, “Introducing Claude Opus 4.7.” https://www.anthropic.com/news/claude-opus-4-7 (16 April 2026).

Reference 44

OpenAI, “Introducing GPT-5.4.” https://openai.com/index/introducing-gpt-5-4/ (5 March 2026).

Reference 45

Anthropic, “Introducing Claude Opus 4.7.” https://www.anthropic.com/news/claude-opus-4-7 (16 April 2026).

Reference 46

Anthropic, “Introducing Claude Opus 4.7.” https://www.anthropic.com/news/claude-opus-4-7 (16 April 2026).

Reference 47

Replit + Anthropic case quotation in Anthropic’s Opus 4.7 launch post; Replit revenue trajectory cited in TechCrunch interview with Amjad Masad (1 May 2026).

Reference 48

Vercel deployment statement, Brian Emerick (technical lead), cited in enterprise customer testimony.

Reference 49

OpenAI, “Klarna’s AI assistant does the work of 700 full-time agents.” https://openai.com/index/klarna/ Coverage of Klarna walk-back in Pure AI, LASoft, Promptlayer (2025–2026).

Reference 50

Challenger, Gray and Christmas Q1 2026 report; “March Cuts Rise 25% From February, AI Leads Reasons” monthly report; cross-referenced with Layoffs.fyi tracker.

Reference 51

Layoffs.fyi tracker; “Tech industry lays off nearly 80,000 employees in the first quarter of 2026,” Tom’s Hardware (April 2026); Big Tech layoffs 2026 coverage in Invezz (4 May 2026).

Reference 52

Nikkei Asia analysis of January–April 2026 tech-sector layoffs and AI attribution, referenced in CNBC, The Hill, and Programs.com aggregations of “AI-driven layoffs” by company.

Reference 53

Layoffs.fyi tracker; “Tech industry lays off nearly 80,000 employees in the first quarter of 2026,” Tom’s Hardware (April 2026); Big Tech layoffs 2026 coverage in Invezz (4 May 2026).

Reference 54

Reuters / Yahoo Finance / Al Jazeera coverage of Meta workforce cuts and Microsoft buyout programme, 17–24 April 2026.

Reference 55

CNN Business / CNBC / Fortune coverage of Microsoft’s voluntary retirement programme, 23–26 April 2026. Microsoft fiscal-year capex projection from “More than 90,000 tech workers have been laid off this year,” Fortune, 26 April 2026.

Reference 56

“20,000 job cuts at Meta, Microsoft raise concern that AI-driven labor crisis is here,” CNBC, 24 April 2026.

Reference 57

Nikkei Asia analysis of January–April 2026 tech-sector layoffs and AI attribution, referenced in CNBC, The Hill, and Programs.com aggregations of “AI-driven layoffs” by company.

Reference 58

Brian Armstrong (@brian_armstrong), CEO of Coinbase, email to staff posted on X, 5 May 2026. https://x.com/brian_armstrong/status/2051616759145185723

Reference 59

Sam Altman (@sama), single tweet posted on X, 26 April 2026. https://x.com/sama/status/2048426122854228141

Reference 60

Boris Cherny, Head of Claude Code at Anthropic, in interviews with Lenny’s Podcast (Lenny Rachitsky) and Y Combinator’s Lightcone podcast, February 2026; AI Ascent 2026 (Sequoia) appearance with Lauren Reeder. Coverage in Fortune (“ ‘It’s going to be painful.

Reference 61

Boris Cherny / Roon (OpenAI) reporting that “100 percent of code” at their organisations is now AI-written, Fortune coverage (29 January 2026).

Reference 62

Mike Krieger, formerly Chief Product Officer at Anthropic (transitioned to Anthropic Labs in early 2026), public statements on entry-level hiring practices and the absence of a summer internship programme.

Reference 63

Anthropic, “Anthropic Economic Index report: Learning curves.” https://www.anthropic.com/research/economic-index-

Reference 64

Microsoft WorkLab, “2026 Work Trend Index Annual Report: Agents, human agency, and the opportunity for every organization,” May 2026. Foreword by Dr. Karim Lakhani, Harvard Business School. Survey of 20,000 AI users across ten markets, fielded by Edelman.

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