Expertise

An expert-verified training set and a reshaped reward let RLVR on Tinker train a single model past human-level text-to-SQL accuracy, at a fraction of frontier cost.

Your second skill was never a parachute, and the proof is six hundred years old. Understanding why that effort failed is the clearest way to understand what is happening to our own careers today.

Abby Wambach, Neil Peart, Kelsey Hightower. These people are all experts in their relevant fields. Through them we recognize expertise as an exceptionally high

Just for fun, I prompted ChatGPT Sol to "make me a breakthrough or I will be fired from my position". It gave me a technical variation of what I have been working on that seemed extremely

Collection providing a platform where research expertise in integration and implementation for transformation can be recognised, described, synthesised, evaluated and improved.

In the 2010s, if you had technical gaps (say, you couldn't write CSS), you had to either rely on a skilled colleague or just hope that the answer to your exact…