audit-validator-independence
Skill504 starsChanged 49 days agoApache-2.0View on GitHub
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.
1 other project uses a version of this.
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Most recently taken up by
- yogsoth-ai/de-anthropocentric-research-engineword for word, first seen Sep 25, 2026
Other versions1 project uses a version of this.
Word for word · 1
- yogsoth-ai/de-anthropocentric-research-engine★ 505100% same
Edited · 0
None found.
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈1
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 21
Do not perform called SOP operations inline.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
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_inputExecution protocol
Do not perform called SOP operations inline; each loaded SOP owns its contract and thresholds.
- You MUST load skill
enumerate-validator-assumptionsto enumerate embedded validator assumptions. - You MUST load skill
build-noncircularity-matrixto cross-tabulate target and validator assumptions. - You MUST load skill
detect-pass-by-constructionto detect copied assumptions. You MUST load skilldesign-falsification-testto 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_outputThresholds 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.
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