Inside Cast

Behind the scenes at Cast: how the product is built, what we change and why, and what we learn from the studies people run.

An editor with glasses marking a printed manuscript with a red pencil

Inside Cast

The Critic who reads every line

Every answer in a Cast study is checked by a separate AI before it counts. Here is what the Critic looks for, why it is a different model, and what it catches.

September 4, 2026 · 7 min read

Actors rehearsing around a table on an empty theater stage in front of a red curtain

Inside Cast

Why Cast uses four AIs instead of one

A model grading its own homework is a bad idea. Research on debate, critique and LLM judges explains why Cast splits the work between a Casting Agent, a Director, a Cast Member and a Critic.

June 17, 2026 · 7 min read