When a Separate AI Reviewer Can Help

Anthropic's Thariq suggests using a rubric and a separate verification agent for subjective creative work.

ThThariqGuest · Anthropic
Channel
Peter Yang
Published
Jul 21, 2026
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0:41
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1 min
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SUMMARY

In 30 seconds

Thariq describes separating creation, verification and coordination when assessing a video short. He argues that a separate reviewer may be less lenient toward the creator's output, while using more compute.

  1. 1A subjective taskA video short is difficult to evaluate with a simple deterministic check.
  2. 2Review against a rubricThariq suggests a separate agent assess the output and provide feedback.
  3. 3Separate roles and contextsThe proposed workflow uses distinct creation, verification and coordination roles, at additional compute cost.

Takeaways

  1. Use an explicit rubric for subjective work such as judging a video short.
  2. Separate the creating agent from the agent checking the result.
  3. Separate contexts and additional review use more compute and do not guarantee an unbiased result.
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01

Creation and verification

Thariq explains why he separates agents for a subjective task.

Anthropic's Thariq discusses reviewing a video short, where quality cannot be determined by a simple rule. He suggests giving a separate verification agent a rubric and asking it to assess the work and provide feedback. His concern is that a model checking its own output may be too lenient. Peter Yang describes separate agents for coordination, creation and verification; Thariq notes that separate contexts also use more compute. The approach can add an independent review step, though it does not guarantee an unbiased judgment.

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