Tier 4

cv - Convergent Validation

Convergent Validation

Input: $ARGUMENTS


Overview

Any single critic can be criticized. The infinite regress of “but how do you validate the validator?” never terminates. The solution: don’t rely on one criterion. Apply multiple INDEPENDENT validation methods. If they converge on the same answer, confidence is warranted. If they diverge, that’s where the real questions are.

Steps

Step 1: State What’s Being Validated

  1. What claim, output, or decision needs validation?
  2. What would “valid” mean concretely?

Step 2: Identify Independent Validation Methods

Generate 3+ methods that rely on different assumptions:

  • Empirical: Does evidence support it?
  • Logical: Does the reasoning hold?
  • Predictive: Does it predict correctly?
  • Expert consensus: Do knowledgeable people agree?
  • Adversarial: Does it survive attack? (→ /stc, /advr)
  • Internal consistency: Does it contradict itself?
  • Cross-domain: Does it hold in analogous situations?

Key: methods must be INDEPENDENT (one passing doesn’t make another more likely to pass)

Step 3: Apply Each Method

For each validation method:

  1. Apply it to the subject
  2. Result: PASS / FAIL / AMBIGUOUS
  3. Confidence in this method’s result: high / medium / low

Step 4: Check Convergence

PatternMeaningAction
All converge PASSHigh confidence validAccept
All converge FAILHigh confidence invalidReject
Most PASS, one FAILInvestigate the failure — is it the method or the subject?Investigate
MixedGenuine uncertaintyRefine methods or accept uncertainty
All AMBIGUOUSMethods aren’t powerful enough for this subjectFind better methods

Step 5: Report

CONVERGENT VALIDATION:
Subject: [what was validated]

| Method | Result | Confidence |
|--------|--------|------------|
| [method] | PASS/FAIL | H/M/L |

Convergence: [all agree / mostly agree / mixed / divergent]
Verdict: [valid / invalid / uncertain]
Key divergence: [if any methods disagree, which and why]

When to Use

  • High-stakes decisions needing rigorous validation
  • When “how do you know?” questions persist
  • When single validation methods feel insufficient

Verification

  • 3+ independent methods used
  • Methods genuinely independent (different assumptions)
  • Convergence/divergence pattern analyzed
  • Divergences investigated (not ignored)