From December, OpenAI will measure what people use in ChatGPT and Codex against one shared token allowance. The same week, Apple reportedly lowered some engineers' daily AI budgets and Goldman Sachs took coding agents away from most of its staff outside engineering. Magnus Oxenwaldt reads it as the moment the AI bill arrived: AI is turning from a flat fee per person into a meter, and the companies furthest ahead are the first to ration it. Revolut shows the other answer: an open model on its own hardware cut its coding inference bill by about 90 percent.
The second story is the price of an attack. An automated OpenAI pipeline produced 948 working Linux root exploits for about 1.2 million dollars in computing, roughly 1,300 dollars each. The business lesson: give AI use a budget, an owner and a cheaper fallback, and give everything you run a patch deadline and an off switch.
Highlights:
• OpenAI moves ChatGPT and Codex onto one shared token allowance from December
• Apple and Goldman Sachs start rationing AI use inside the company
• Revolut self-hosts an open model and cuts its coding inference bill by about 90 percent
• 948 working exploits for about 1,300 dollars each: why patch windows are now a business risk
• GPT-6 Cyber goes to defenders first, while a free AI attack agent, ARTEX, is already in use
• Four questions for your AI roadmap: who owns your AI bill?
Two books. Two different questions.
AI Don't Fix Stupidity asks what the organisation has to become. AI Don't Make You Smarter asks who you have to become inside it.
Books and formats: https://oxenwaldt.com/books
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