What Does Pacing Mean?
Dario Amodei asked the industry to pace itself. Five camps answered, each with a price for what a pause would cost & none with a number for how long it should last.
Dario Amodei asked the industry to pace itself. Five camps answered, each with a price for what a pause would cost & none with a number for how long it should last.
OpenAI's data reveals researchers log 3.1 agent-workdays for every 8-hour shift, burning up to $2.5m annually on inference. Software engineering is shedding its low-capital craft roots & becoming capital-intensive manufacturing.
On February 6, 2026, agents consumed more tokens than humans & never gave the lead back. AI consumption arrives in three waves, each an order of magnitude larger than the last, driven by parallelization rather than faster models.
AI data center buildouts will require an estimated $4t in debt financing over the next five years. Here is how that credit demand compares as a percentage of global debt markets.
Meta's dual-tier AI pricing introduces an explicit barter : a 92% discount on inference in exchange for your data. Applying Michael Mauboussin's insight that prices contain information reveals the clearing price of prompt data : $1.24 per million tokens.
AI doesn't just save time. It raises the ceiling of what the same effort produces. Will we accept the old baseline or push for the higher bar?
The frontier AI market is picking teams like a schoolyard : Salesforce chose Anthropic, OpenAI expelled Cursor, & governments ration who may use the frontier. Even the open weights now segment.
AI model companies buy wholesale electricity by the megawatt and resell it as cognitive work. The unit economics of turning power into intelligence.
NVIDIA guided Q3 to $108b, but hyperscaler growth slowed to 13% sequentially. The buyers making up the difference need financing, so DSO jumped 15 days to 60 & the commitment stack reached $581b including a $101b equity portfolio in its own customers.
Should a calendar agent run for your entire five-year company tenure or reset every day? Why perpetual sessions fail & how to design agent lifespans.