Skip to content

Scalable Oversight for Coding Agents

Techniques for verifying AI-generated code at scale, focusing on 'critic' models and low-safety-tax review processes.

advanced2 / 6

The Verification Gap

Generation Capability#

Increasing exponentially. Models can write entire modules in seconds.

Verification Capability#

Linear. Humans read code at a fixed speed.

If we don't solve this, we risk filling our codebases with "subtle bugs"—code that looks correct but fails in edge cases or introduces security vulnerabilities.

Section 2 of 6
Next →