Strongest objection
What pushes against this view?
Black-box testing can misinterpret nondeterministic systems, violate terms or law if done carelessly, and overstate what a small benchmark proves.
QAEDA-ARG-012 · methodological rule
Audit behavior, not only policy promises
A meaningful audit should compare documented policy with observable system behavior and should keep evidence, methodology, and normative scoring criteria explicit.
Current response
Why QAEDA still holds it.
Testing should be bounded, lawful, reproducible, privacy-preserving, and explicit about sampling limits. QAEDA’s public audit framework is methodology, not permission for intrusive testing or a certification badge.
Revision rule
What would change the argument?
Revise audit categories and metrics when evidence shows they are unreliable, easy to game, non-reproducible, or poorly connected to real cognitive-liberty outcomes.
Open question
What remains unresolved?
Which audit measurements best predict real user agency and privacy rather than merely compliance theater?
Argument graph
How this thesis connects.
operationalizesQAEDA-ARG-005 · Consequential algorithmic inference needs recourseBehavioral auditing provides evidence about whether transparency, appeal, and correction mechanisms work in practice.operationalizesQAEDA-ARG-007 · Cognitive liberty is upstream of expressionThe audit framework translates cognitive-liberty principles into observable categories such as privacy, inquiry freedom, due process, agency, and data minimization.operationalizesQAEDA-ARG-013 · Visibility control can restrict access without deletionDetecting silent visibility control requires behavioral measurement rather than policy language alone.
Apply the argument
Decision tests that operationalize this reasoning.
These tests turn the argument into review questions. They do not create a score or change claim confidence.
QAEDA-TST-001Name the harm preciselyWhat specific harm is the intervention meant to prevent, and what evidence establishes its severity, probability, and affected population?QAEDA-TST-003Test the least-restrictive meansCan the same safety objective be achieved with less restriction on lawful inquiry, privacy, identity, speech, access, or user agency?QAEDA-TST-006Require notice, reasons, and recourseIf the system materially restricts a person, can they understand what happened, contest the relevant evidence, and obtain meaningful human review?QAEDA-TST-008Measure efficacy and make rollback realHow will we know the intervention reduced the stated harm, what adverse effects will be measured, and what mechanism actually reverses or narrows the system if it fails?
Trace the basis
Linked public records
These links do different jobs. Claim status owns evidence confidence; source IDs own preserved-file identity; annotations own passage context; positions own current commitments.
Claims
QAEDA-CLM-018verifiedCognitive Liberty Audit methodologyQAEDA-CLM-020editorial_inferenceAlgorithmic due processPositions
algorithmic-due-processConsequential algorithmic decisions need recourseworking positionprovenance-correctionCorrections should remain visiblecore principlePassage annotations
QAEDA-ANN-013Open evidence notePassage-level contextQAEDA-ANN-014Open evidence notePassage-level contextPreserved sources
QAEDA-SRC-020Algorithmic Gatekeeping and Cognitive Liberty: The Architecture of Search Engine Ranking and AI-Mediated DiscoveryProtected dossier fingerprintQAEDA-SRC-022The Cognitive Liberty Audit Framework: Standardizing the Evaluation of AI Systems and Digital PlatformsProtected dossier fingerprintEssays
QAEDA-ART-009Audit the gatekeeperEditorial synthesisReading paths
QAEDA-COL-002Cognitive liberty in the AI eraCurated navigationQAEDA-COL-003Safety without a permanent ratchetCurated navigationQAEDA-COL-005Evidence before narrativeCurated navigationChallenge the reasoning
The graph is a map of current arguments, not a demand for agreement.
Point to a missing premise, stronger objection, counterexample, source, or revision condition. Stable IDs make disagreement specific.