Back to today's edition
GeneralTier 2 source5 min readWed, 26 Aug 2026

Excellent new Bill Gates essay on the urgency of having a coherent AI plan

Gary Marcus

By Gary Marcus

Read the original

Originally published as “Excellent new Bill Gates essay on the urgency of having a coherent AI plan

Highlights

  • Draft placeholder — edit highlights before publishing

The time to tame Silicon Valley has come

Related reading

Learn AI card: OpenAI starts charging some customers only when its AI actually works
GeneralTier 2

OpenAI starts charging some customers only when its AI actually works

The Decoder · Maximilian Schreiner5 min

Highlights

  • Draft placeholder — edit highlights before publishing

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.

Learn AI card: OpenAI and rival AI labs are buying tens of thousands of Mac minis to train computer-use agents
GeneralTier 2

OpenAI and rival AI labs are buying tens of thousands of Mac minis to train computer-use agents

The Decoder · Matthias Bastian5 min

Highlights

  • Draft placeholder — edit highlights before publishing

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.

GeneralTier 2

ChatGPT Work adds code execution and web automation Chat doesn't have

Simon Willison · 5 min

Highlights

  • Code execution now has unrestricted internet access, unlike Chat
  • Headless Chrome browser enables web automation and form-filling
  • Persistent filesystem shared across Work sessions, unlike Chat's ephemeral storage
  • Deploy full websites via Cloudflare Workers directly from Work
  • Sub-agents and scheduled automations available only in Work tier

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.