The Nightly Build.
Saturday, July 11, 202643 min read
the-paper

The Reward Model Was Hiding in the Policy

The reward model RLHF pays a full training run to fit is already implied by the policy; Direct Preference Optimization turns that identity into a single classification loss.

12 min read9 sources
rabbit-holes

The Transform That Was Too Simple to Fund

A grant reviewer dismissed the discrete cosine transform as too simple in 1972; it now rebuilds nearly every image and video frame on Earth, and it works because it cheaply imitates a transform we could not afford to compute.

8 min read9 sources
Current Affairs · Unbiased

Was the United States Right to Decline a 16-Year USMCA Renewal?

By refusing to extend USMCA to 2036 in favor of yearly reviews, the Trump administration wagered leverage against certainty, and serious people disagree about which matters more.

8 min read11 sources
the-field-guide

A Flat Mile Around Swan Lake

At Rockefeller Preserve, the Rockefellers' crushed-stone carriage roads circle a 24-acre lake on a grade gentle enough to push a newborn around before the July heat lands.

7 min read9 sources
the-wire

The Frontier Gets Cheaper Faster Than We Can Grade It

OpenAI, xAI and Meta all cut the price of intelligence this week, while two fresh audits show the cheap models we use to grade each other are shakier than the invoice suggests.

4 min read8 sources
the-world

A caught rocket, a record-hot June, and Russia's fuel squeeze

China nets an orbital booster and Europe logs its hottest June while Ukrainian strikes ration Russia's petrol and Ebola spreads unseen in Congo.

4 min read8 sources