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Branch and flip tests

Explore an alternate condition or find the minimum plausible change that reverses a conclusion.

1 min readDocs build Updated Jul 26, 2026
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Challenge a conclusion

Choose a base result, change one condition, and find the minimum flip point.

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1
Step 1 of 6Open Intelligence

Choose Intelligence from the sidebar.

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Choose a surface from the sidebar to begin.

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Audience comparisonReady to review
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  1. 1
    Open IntelligenceChoose Intelligence from the sidebar.
  2. 2
    Choose Branch testsOpen the alternate-condition workspace.
  3. 3
    Choose a base resultSelect the sample conclusion to challenge.
  4. 4
    Change one conditionWrite the smallest plausible alternate condition.
  5. 5
    Run the branchStart the local alternate-condition test.
  6. 6
    Find the flip pointOpen the minimum-change and stability result.

A branch explores. A flip test verifies movement.

  • Branch: fork a new persona conversation without changing the original.
  • Flip test: hypothesize a condition, capture baseline stance, introduce the condition, and re-ask.
  • The hypothesis is model-generated.
  • The before/after stance and movement verdict are computed from recorded synthetic responses.

Prompt drop

Prompt2 fields left
Our current conclusion is “[claim].” Find the minimum plausible assumption change that could reverse it. Run the before/after test with [audience]. Report the measured movement, the model-generated hypothesis, and the real evidence we should collect before acting.
Unfilled variables remain in brackets.

Read unchanged as a result

An unchanged verdict is not a failed run. It means the tested condition did not move the measured response enough to change the stance classification.