yogsoth-ai/de-anthropocentric-research-engine

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.

View source

How to use

  1. Copy the installation command and review the source package before installing it in your own agent environment.
  2. Check the source document for required tools, credentials and supported hosts.
  3. Describe your input and desired deliverable; review the output against the source material.
npx skills add https://github.com/yogsoth-ai/de-anthropocentric-research-engine --skill audit-validator-independence

Before you start

  • Installation does not include a model subscription, API allowance or permission to access your files.
  • Repository stars and installation counts describe activity, not an independent quality or security test.
Original skill document

Rendered from the source repository. Headings, examples, code, tables, links, and referenced images are preserved.

audit-validator-independence

Purpose

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

Input contract

yaml
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

yaml
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

sourcesource linekindsource criterion
v4 architecturenode desctextualBuild 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.

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