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/audit-validator-independence

Audit whether a validator, benchmark, sandbox, or test can pass by construction because it embeds the same assumptions as the theory it claims to validate. Build a claim×validator-assumption matrix and demand at least one non-circular failure channel.

From plugin
de-anthropocentric-research-engine
507200 skills

Claude Code

$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill audit-validator-independence --agent claude-code

SKILL.md

audit-validator-independence.SKILL.md
name: audit-validator-independence
description: "Audit whether a validator, benchmark, sandbox, or test can pass by construction because it embeds the same assumptions as the theory it claims to validate. Build a claim×validator-assumption matrix and demand at least one non-circular failure channel."

audit-validator-independence

Purpose

Detect validators that pass by construction because they copy the target theory's assumptions.

Input contract

mode_contracts:
  validator: &validator_audit_input
    required: [target_claim, validator, validator_artifacts]
    optional: [data_generation, metric, oracle, acceptance_rule]
    constraints: [validator_assumptions_and_target_assumptions_must_be_separately_listed]
  benchmark: *validator_audit_input
  sandbox: *validator_audit_input
  simulation: *validator_audit_input

Execution protocol

Do not perform called SOP operations inline; each loaded SOP owns its contract and thresholds.

1. You MUST load skill `enumerate-validator-assumptions` to enumerate embedded validator assumptions. 2. You MUST load skill `build-noncircularity-matrix` to cross-tabulate target and validator assumptions. 3. You MUST load skill `detect-pass-by-construction` to detect copied assumptions. You MUST load skill `design-falsification-test` to design an independent failure channel. Deviation: if no non-circular channel is feasible, return blocked validation rather than a pass.

Output contract

mode_contracts:
  validator: &validator_audit_output
    produces: [noncircularity_matrix, red_cell_actions, validator_verdict, adversarial_ground_truth_set]
    delta_fields: [findings, evidence_updates, uncertainties, decisions, open_questions]
  benchmark: *validator_audit_output
  sandbox: *validator_audit_output
  simulation: *validator_audit_output

Thresholds and quality gates

  • At least one validator path must be independent of the target's defining assumptions.
  • Shared or derived-from-target dependencies must be explicit in the matrix.

Failure and counterexamples

Pass-by-construction is a finding, not evidence of corroboration. Unknown dependencies remain unresolved.

Provenance map

  • resolved: circular-validation-audit

Preserved source criteria ledger

| source | source line | kind | source criterion | |---|---:|---|---| | v4 architecture | node desc | textual | Build claim-validator assumption matrix and require a non-circular failure channel. |

Context checkpoint / Delta notes

Append assumptions, matrix cells, circularity findings, and proposed independent test.

Mode branches

  • `validator`: inspect validator implementation assumptions.
  • `benchmark`: inspect benchmark construction and metric assumptions.
  • `sandbox`: inspect environment/oracle assumptions.
  • `simulation`: inspect simulator and initialization assumptions.
Read more
@yogsoth-ai
Ships withde-anthropocentric-research-engine

A research skill graph for AI-native science. 271 markdown files. No runtime, no dependencies, no build step.

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Questions about audit-validator-independence.

Which coding agents can use audit-validator-independence?
audit-validator-independence installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.