Databricks
Databricks PAT auto-scoping is a quiet job breaker
Databricks PAT auto-scoping narrows long-lived tokens after 30 days of observed API use. Audit automation now before jobs fail.
#compute
9 stories tagged compute.
Databricks
Databricks Data Intelligence Platform, explained for builders
The Databricks Data Intelligence Platform is a lakehouse that unifies storage, compute, governance, and AI on open Delta tables. Here is how the pieces fit and where the cost goes.
Business
The bill for frontier AI is now measured in gigawatts
Frontier AI spending has shifted from clever algorithms to power and concrete. A single gigawatt data center now costs about 30 billion dollars to build.
Engineering
AI chips give 24x more per dollar, if you can afford the sticker
AI chip performance per dollar improves about 37 percent a year, yet each new flagship costs more upfront. The GB300 delivers 24 times the value of a P100 at nine times the price.
Data
Three-quarters of the world's AI compute sits in one country
The United States holds about 75 percent of global GPU cluster performance. That concentration shapes pricing, latency, and policy for everyone building elsewhere.
Research
The scaling curve nobody wants to extrapolate
Training compute for frontier models has grown about 5 times a year since 2020. The scatter looks clean, but every data point sits to the left of the real question.
Research
Training costs rise 3.5x a year. Efficiency is the only brake
Frontier training costs climb about 3.5 times a year while algorithms get 3 times more efficient. The two trends are racing, and the gap decides who can still compete.
Business
The gigawatt build-out is the real AI race now
The largest AI data center already rivals 700,000 H100 chips, and a 5-million-equivalent campus is due by 2027. Power and concrete, not chips, set the new pace.
Engineering
The world's AI compute now doubles every seven months
The installed stock of AI chips is growing 3.4 times a year, doubling every seven months. The capacity question has quietly shifted from chips to power and buildings.