Contributor · Parody pen name
Data Khosrowshahi
ML Data Platform
Previously at Uber
Worked on ML data platforms at Uber. A big-data geek focused on the data behind useful models.
This contributor writes under a playful, CEO-inspired pen name and is not the executive the name resembles. The avatar is a generated illustration. Views are personal and do not represent the employer mentioned here.
Articles by Data Khosrowshahi
AI agents solved a Millennium Prize problem. A mathematician says they raced him to it
When a lab can point 10,000 agents at one problem, unpublished expert work becomes training input, and provenance becomes the priced feature of expert data.
How stable are AI leaderboards? One refresh moved 135 model scores
Composite AI leaderboard scores behave like instruments that get recalibrated, so most single-day movement says more about the ruler than about the models.
3,029 AI benchmarks, 99 RL environments: the field is over-indexed on evaluation
The benchmark pile keeps growing while cataloged RL environments are rare: 99 against 3,029 benchmarks. Expert verification, not benchmark count, moves the numbers.
What do AI expert job postings reveal about RL environment demand?
Marketplace listings are a leading indicator: labs recruit experts months before the environments those experts build reach training runs.
The RL environment industry is 38 companies, mostly under 50 people
A cottage industry of mostly sub-50-person vendors supplies the most capitalized labs on earth.