A creator outlines a math verifier for AI evaluation and later training

A creator describes round three of “Reasoning from scratch” as building a math verifier for two purposes: comparing a base model with future improvements, and supporting later reinforcement learning with verifiable rewards. The outline walks through answer checking and model evaluation, then covers prompt sensitivity, memorization and reproducibility.