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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.

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de-anthropocentric-research-engine
499200 skills
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$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill audit-validator-independence --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/audit-validator-independence

Context preview

The summary Claude sees to decide when to auto-load this skill.

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.

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
Ships withde-anthropocentric-research-engine

The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.

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Repo: yogsoth-ai/de-anthropocentric-research-engine