Adversarial review: a second model checks the first model's work
Published
How can AI replace manually checking everything AI produced, or asking the same model to review its own output?
- Replaces: manually checking everything AI produced, or asking the same model to review its own output.
- What to connect:
- Claude for the original work.
- Codex (or several models) as independent reviewers, told to hunt for bugs, bad formulas and weak conclusions.
- A "judge" agent that merges and ranks the findings, then the original Claude thread to fix what holds up.
- Who it's for: accountants, analysts and developers whose AI output has real consequences if it's wrong.
From the Morning Tokens issue of Oct 24, 2026