
Anthropic’s $30 trillion fantasy
Gary Marcus
By Gary Marcus
Originally published as “Anthropic’s $30 trillion fantasy”
Highlights
- Draft placeholder — edit highlights before publishing
And you thought the SpaceX S-1 was ridiculous

Gary Marcus
By Gary Marcus
Originally published as “Anthropic’s $30 trillion fantasy”
And you thought the SpaceX S-1 was ridiculous
Highlights
OpenAI is offering some large customers outcome-based pricing, where they pay only once the AI actually finishes a task. Salesforce, Adobe, and several startups are also moving away from fixed subscription fees. The central dispute stays the same. Who gets credit for the success, the software or the customer? The article OpenAI starts charging some customers only when its AI actually works appeared first on The Decoder.
Highlights
According to The Information, OpenAI has purchased tens of thousands of Mac minis and Mac Studios to train computer agents. Anthropic also relies on Apple hardware. Demand is so high that the most powerful models have been sold out for months. Apple’s Mac revenue rose by nearly 29 percent to $10.4 billion in the June quarter. The article OpenAI and rival AI labs are buying tens of thousands of Mac minis to train computer-use agents appeared first on The Decoder.

Highlights
OpenAI's ChatGPT Work, launched in July 2026, is a paid-tier product ($20/month+) that splits into two variants: Work Cloud (web/mobile) and Work Local (desktop). Work Cloud distinguishes itself from regular Chat through several exclusive capabilities: code execution with unrestricted internet access, a headless Chrome browser for web automation, persistent cross-session filesystems, ChatGPT Sites deployment via Cloudflare Workers, sub-agent orchestration, and scheduled prompt automations. Model selection differs too—Work offers Sol, Luna, and Terra at various reasoning levels, while Chat uses different naming conventions. The code execution environment is particularly powerful, allowing repository cloning, dependency installation, and API interactions that Chat blocks. Work also enables browser automation including form-filling, screenshot capture, and JavaScript execution against page DOMs. However, the feature set remains poorly documented by OpenAI, and the combination of private data access, untrusted content exposure, and agent communication capabilities raises security questions around prompt injection attacks. Understanding these distinctions matters for power users deciding between Chat and Work for complex, multi-step tasks.