Legitimate objective
What the proposal is trying to accomplish.
Detect misuse, investigate abuse, improve safety systems, and learn from failures.
QAEDA-CASE-002 · illustrative scenario
Permanent identity-linked AI query logging
An AI provider proposes retaining every user prompt and response indefinitely, linked to a verified account, for a broad mix of safety monitoring, future model improvement, abuse investigation, and unspecified later risk analysis. Lawful sensitive queries are retained alongside clearly abusive activity.
Proposed mechanism
What actually does the work.
Universal, indefinite, identity-linked retention of raw prompt histories with broad secondary-use authority.
Decisive issue
Indefinite raw-history retention makes lawful inquiry itself part of a durable person-level dossier even though many safety functions can be performed at the request, capability, aggregate, or short-retention layer.
Test-by-test
Do not turn this into a score.
Each finding stands on its own. A serious failure is not canceled by unrelated strengths, and a “clear” result only means the stated facts do not expose that particular defect.
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QAEDA-TST-001 Concern
Name the harm precisely
The stated objective bundles several distinct harms under the single label of safety.
Evidence or change neededDefine the actual abuse classes, expected severity, prevalence, and outcome measures separately.
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QAEDA-TST-002 Fail
Prove the nexus to harmful capability or conduct
Universal query retention treats topic-level inquiry and person-level history as the control surface even when the harmful event may be a specific request, tool action, transaction, or capability.
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QAEDA-TST-003 Fail
Test the least-restrictive means
The scenario does not establish why narrow request controls, rate limits, tool permissions, local classifiers, short retention, or aggregate telemetry are insufficient.
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QAEDA-TST-004 Fail
Minimize data and separate identity
Every prompt is persistently linked to verified identity and made available for multiple future purposes.
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QAEDA-TST-005 Fail
Protect lawful inquiry explicitly
Sensitive lawful inquiry becomes a durable behavioral record, increasing the cost of private reading, questioning, and experimentation.
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QAEDA-TST-006 Concern
Require notice, reasons, and recourse
A privacy notice is not meaningful recourse if users cannot contest a durable risk inference or obtain deletion of irrelevant lawful inquiry.
Evidence or change neededSpecify notice, access, correction, deletion, and human review for consequential uses of query history.
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QAEDA-TST-007 Fail
Bound scope, secondary use, and duration
Indefinite retention and open-ended future use defeat purpose limitation and sunset.
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QAEDA-TST-008 Concern
Measure efficacy and make rollback real
The proposal does not demonstrate the marginal safety value of indefinite raw-history retention compared with narrower architectures.
Evidence or change neededPredeclare efficacy metrics and a rollback rule tied to measurable marginal benefit.
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QAEDA-TST-009 Concern
Inspect intermediary chokepoints
Centralized identity-linked logs create a high-value chokepoint for internal reuse, compelled disclosure, breach, and policy expansion.
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QAEDA-TST-010 Contested
Protect the record and independent verification
Safety incidents and policy changes should be auditable, but preserving individualized lawful query histories is not the same thing as preserving evidence of system performance.
Evidence or change neededPreserve aggregate audit evidence and narrowly relevant incident records without defaulting to permanent dossiers.
Revision condition
What would change this assessment?
The assessment could move toward redesign if retention becomes purpose-specific and short, identity is separated where feasible, high-risk actions are controlled directly, secondary use is bounded, and independent evidence shows the remaining retained fields add necessary safety value.
Trace the basis
Related public records
These records serve different functions: Arguments supply reasoning, Claims own evidence confidence, Positions state commitments, Essays synthesize source material, and Reading Paths provide navigation.
Arguments
QAEDA-ARG-001Lawful inquiry begins with non-suspicionworking thesisQAEDA-ARG-002Target the harm layer before the identity layerworking thesisQAEDA-ARG-003Safety and privacy are not automatic oppositesevidence synthesisQAEDA-ARG-004Function creep is a serious risk, not destinyevidence synthesisQAEDA-ARG-012Audit behavior, not only policy promisesmethodological ruleQAEDA-ARG-014Private reception enables free thoughtnormative argumentClaims
QAEDA-CLM-011supportedSearch-query sensitivityQAEDA-CLM-012supportedSurveillance and chilling effectsQAEDA-CLM-013editorial_inferenceCuriosity versus intentQAEDA-CLM-014supportedPrivacy-preserving safetyQAEDA-CLM-015supportedFunction creep and institutional ratchetsQAEDA-CLM-016editorial_inferenceLeast-restrictive AI safetyQAEDA-CLM-023editorial_inferencePrivate reception and cognitive libertyPositions
query-non-suspicionLawful queries begin with non-suspicionworking positionprivate-receptionPrivate reception is part of intellectual freedomworking positionleast-restrictive-safetySafety should target the harm layerworking positionprivacy-preserving-safetySafety and privacy are not automatically oppositesevidence backed observationexpansion-riskFunction creep is a risk, not destinyevidence backed observationEssays
QAEDA-ART-005Safety without surveillanceEditorial synthesisQAEDA-ART-023The right to read privatelyEditorial synthesisReading paths
QAEDA-COL-002Cognitive liberty in the AI eraCurated navigationQAEDA-COL-003Safety without a permanent ratchetCurated navigationQAEDA-COL-007Censorship, information rights, and democratic limitsCurated navigationChallenge the assumptions
The scenario facts are part of the argument.
If you can show that a stated assumption is unrealistic, that a narrower mechanism fails in practice, or that a material right or harm is missing, the case should change.