Review subject
Define exactly what the panel is examining.
- Receives
- A work product, its context and review questions.
- Produces
- A shared review brief.
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AI Review Panel: making different perspectives useful
The panel separates review from adjudication. Different models examine the same subject; their findings are then challenged, consolidated and checked against that subject. The useful output is a traceable set of dispositions, not a vote that declares the work correct.
Review mechanism The public panel description covers review. Broader mutation and evolution experiments are separate from this capability.
The design question
How can different AI perspectives help us examine a piece of work?
Turn proposed concerns from different reviewers into findings that a person can assess and act on.
Different models can offer different perspectives, but repeated model instances are not automatically independent reviewers. The composition of the panel and any missing participation matter when interpreting the breadth of the review.
A view of the responsibilities
Turn proposed concerns into examined findings
- 01Define the subjectReview scope
- 02Collect perspectivesActual participation
- 03Check the concernsSupported concerns
- 04Consolidate the resultReasoned dispositions
- 05Inform a decisionA responsible decision
Across the flow
Follow one review subject through participating model perspectives, verification of concerns and recorded dispositions to the responsible decision-maker.
What each part is responsible for
The building blocks
Model panel
Bring different model perspectives to the same subject.
- Receives
- The review brief and available reviewers.
- Produces
- Separately produced findings and their reasoning.
Challenge and verification
Examine whether each concern is supported.
- Receives
- Proposed findings and the work itself.
- Produces
- Confirmed concerns, rejected claims and unresolved questions.
Findings record
Consolidate repeated concerns and preserve their treatment.
- Receives
- Verified findings and review decisions.
- Produces
- Prioritised findings with clear dispositions.
Decision handoff
Give the responsible person useful input for the next action.
- Receives
- The findings record and remaining uncertainty.
- Produces
- A basis for revising, accepting or investigating the work.
Following one piece of work
How the flow fits together
01Define the subject
Give reviewers the same bounded piece of actual work and the question they are meant to examine. An ambiguous review scope can produce impressive-sounding concerns that are irrelevant to the decision.
02Collect perspectives
Obtain findings from the available model panel. Record the perspectives that actually participate. Availability and model-family diversity affect how the review should be interpreted, so a narrower panel should remain visible as such.
03Check the concerns
Investigate the proposed findings against the artifact and supporting evidence. A concern may be supported, disproved or still uncertain; persuasive wording and repeated agreement do not decide that disposition.
04Consolidate the result
Combine duplicates, prioritise the concerns that remain useful and record each disposition. Preserve enough reasoning to explain why an item was accepted, revised, deferred or rejected.
05Inform a decision
Give the person or workflow responsible for the next action the findings and their dispositions. The panel helps determine what deserves attention; accepting a finding and authorising a release remain separate decisions.
Illustrative example · not a benchmark result
Review an architectural change
A team wants to review an architectural change.
- Several reviewers raise concerns. Examination rejects one unsupported claim, combines two duplicates and identifies a test worth adding. The recorded disposition explains what changed and why.
- If a reviewer cannot participate, the result should expose the narrower review. If a finding lacks support, it should remain a question or be rejected rather than counted as a confirmed defect.
The useful result: A smaller, clearer set of findings with reasons for their disposition.
A generic review pattern, not a claim that model agreement eliminates defects.
Why these responsibilities are separate
Findings become useful through examination. A concern needs enough connection to the work to be investigated, duplicates need to be combined, and dispositions need reasons. Agreement can guide attention; it does not replace verification or transfer release authority to the panel.
Reading the architecture accurately
Scope and status
What the work covers
- Cross-model review composition and recorded participation.
- Challenge, deduplication and prioritisation of proposed findings.
What still needs to be established
- Which findings change the work usefully?
- How do we recognise a weak or insufficiently diverse panel?
- Which lessons from a review help with a later one?
Where the design must hold up
Boundaries and evaluation
| Boundary | Why it matters | How to examine it |
|---|---|---|
| Perspective diversity | Several agents are not necessarily several independent perspectives. | Record which perspectives actually participated, including missing or unavailable reviewers. |
| Supported findings | Model agreement does not establish correctness. | Trace each retained finding to the work that supports it and record unsupported or duplicate concerns. |
| Release authority | A review result does not itself grant release authority. | Keep the final decision with the responsible process and examine whether accepted findings improved the work. |