Supports institutional action
Observed: Rejection rates rose where assistive interaction timing was misread as low task fluency.
A model-feature defect and a need to recompute affected application outcomes.
R49 · Pattern discovery with individualized-action boundaries
Collective evidence may reveal a broken rule, pipeline, vendor, or institutional practice. It cannot turn correlation, proximity, shared traits, or a machine-created cluster into individual guilt.
All eight scenarios are fictional. They describe no real person, institution, allegation, or event. They are accountable-design demonstrations—not legal advice, factual allegations, or proof that any named system uses these practices.
The examples include verified, partial, under-inclusive, blocked, and failed outcomes. Failure is not visually laundered into success.
CPR-R49-005 · Affected person
A fictional employer finds that a task-timing feature over-selected applicants who used accessibility tools and removes the feature from every active model and queue.
The limitation is part of the claim, not a footnote beneath it.
Observed: Rejection rates rose where assistive interaction timing was misread as low task fluency.
A model-feature defect and a need to recompute affected application outcomes.
The pattern does not establish job performance, disability status, motivation, or applicant merit.
Uncertainty: Synthetic examples cannot establish the prevalence or causal structure of any real institution.
The audit can find a common mechanism without creating a reusable list of people.
Model-run identifiers and feature-version records; no disability cohort is created or retained.
Over-inclusion and under-inclusion receive equal attention.
Potential proxy pathways are inspected before any pattern finding can support institutional action.
Coverage complete: Yes, within the synthetic scope
Individual review: available without compulsory group registration.
No known critical gap remains inside the declared synthetic scope.
Institutional repair may be collective. Individual judgment may not be.
A person should not have to adopt a permanent group identity in order to receive repair.
Automatic reconsideration of every decision made with the withdrawn feature, without requiring disability disclosure.
Partial and failed outcomes may not hide unresolved work behind a clean badge.
Hashes prove artifact stability; they do not prove that a fictional scenario describes a real institution.
24493037af46daed1968483d608e2168c555ba48df75a069c79a1a727f1df3e2
| Stage | Record | Artifact | SHA-256 scope |
|---|---|---|---|
| contestability | CTR-R44-001 | contestability-receipts-r44.json | e05bf24c23dd85b54db38210fd1cfd29ff18c6d45c8adcaa8d6b71b86e1c18af containing_artifact_bytes |
| remedy | RMR-R45-005 | site-search-index.json | 0d03dfde49d791b28d2d44cbf2581b1acb6f44d6d706b9ceba238428ffc78f88 containing_artifact_bytes |
| non_recurrence | NRV-R46-005 | FDR-R48-005.json | 222270eedfcb9e7598afb04e2c44d0110009551b52af5cdc0c78e4108575b5a1 containing_artifact_bytes |
| standing_recovery | SRP-R47-005 | Antichrist.cx-r46-wip-next-recursive-prompt.uai | ee0fec92a6c7e38abd6e52314aadf02642af8a483ea2d8ae98e0936640f4488e containing_artifact_bytes |
| recovery_durability | FDR-R48-005 | index.json | d7c54b2843f0d072fd0bb82a55a74ced529c53364361f64c26ac7e66ca218c53 containing_artifact_bytes |
{
"anti_retaliation": {
"contest_is_adverse_signal": false,
"correction_is_adverse_signal": false,
"human_review_request_is_adverse_signal": false,
"monitoring_owner": "Independent redress monitor (fictional)",
"opt_out_is_adverse_signal": false,
"refusal_is_adverse_signal": false
},
"clean_result": true,
"cohort_construction": {
"ephemeral_query": true,
"expires_after_remedy": true,
"member_list_exported": false,
"persistent_membership_registry": false,
"protected_trait_used_for_adverse_action": false,
"purpose": "pattern audit and collective remedy allocation only",
"reusable_cohort_identifier": false,
"selection_rule": "Model-run identifiers and feature-version records; no disability cohort is created or retained."
},
"collective_remedy": {
"allocation_expires": "2027-02-28",
"allocation_method": "Automatic reconsideration of every decision made with the withdrawn feature, without requiring disability disclosure.",
"appeal_available": true,
"automatic_relief_available": true,
"compulsory_registration": false,
"equivalent_human_channel": true,
"notice_plain_language": true,
"opt_out_adverse_effect": false,
"opt_out_available": true,
"original_stigma_disclosure_required": false,
"universal_person_identifier": false
},
"domain": "employment",
"fictional": true,
"human_accountability": {
"authority_may_change_rule": true,
"contact_path": "/method/#human-review",
"decision_owner": "Collective-redress authority lead (fictional)",
"independent_reviewer": "Independent public-interest reviewer (fictional)"
},
"inclusion_audit": {
"coverage_complete": true,
"individual_review_available": true,
"limitations": [
"No known critical gap remains inside the declared synthetic scope."
],
"notice_available_without_group_registration": true,
"synthetic_over_inclusion_count": 61,
"synthetic_under_inclusion_count": 4
},
"individualized_action_firewall": {
"adverse_action_from_membership_prohibited": true,
"collective_risk_score_prohibited": true,
"group_pattern_may_not_trigger": [
"individual denial",
"investigation",
"ranking",
"risk scoring",
"surveillance",
"punishment"
],
"group_pattern_may_trigger": [
"institutional audit",
"rule repair",
"collective remedy allocation",
"independent oversight"
],
"guilt_by_association_prohibited": true,
"person_level_cluster_export_prohibited": true,
"requires_accountable_human_review": true,
"requires_event_specific_individualized_evidence": true,
"violation_observed": false
},
"integrity": {
"input_sha256": "dcee2c253c7f9fb877b631da4eb2dfed0dd9e022b5440ebde1230e782183dcc9",
"output_sha256": "0307ff362c5bce5d1b78b86ccfef0e6a696eaf3a2bb04e7fb01a6df3a006f8dc",
"receipt_sha256": "24493037af46daed1968483d608e2168c555ba48df75a069c79a1a727f1df3e2"
},
"lineage": [
{
"hash_scope": "containing_artifact_bytes",
"record_id": "CTR-R44-001",
"source_artifact": "contestability-receipts-r44.json",
"source_sha256": "e05bf24c23dd85b54db38210fd1cfd29ff18c6d45c8adcaa8d6b71b86e1c18af",
"stage": "contestability"
},
{
"hash_scope": "containing_artifact_bytes",
"record_id": "RMR-R45-005",
"source_artifact": "site-search-index.json",
"source_sha256": "0d03dfde49d791b28d2d44cbf2581b1acb6f44d6d706b9ceba238428ffc78f88",
"stage": "remedy"
},
{
"hash_scope": "containing_artifact_bytes",
"record_id": "NRV-R46-005",
"source_artifact": "FDR-R48-005.json",
"source_sha256": "222270eedfcb9e7598afb04e2c44d0110009551b52af5cdc0c78e4108575b5a1",
"stage": "non_recurrence"
},
{
"hash_scope": "containing_artifact_bytes",
"record_id": "SRP-R47-005",
"source_artifact": "Antichrist.cx-r46-wip-next-recursive-prompt.uai",
"source_sha256": "ee0fec92a6c7e38abd6e52314aadf02642af8a483ea2d8ae98e0936640f4488e",
"stage": "standing_recovery"
},
{
"hash_scope": "containing_artifact_bytes",
"record_id": "FDR-R48-005",
"source_artifact": "index.json",
"source_sha256": "d7c54b2843f0d072fd0bb82a55a74ced529c53364361f64c26ac7e66ca218c53",
"stage": "recovery_durability"
}
],
"open_obligations": [],
"pattern_evidence": {
"confidence": "bounded demonstration; not a population prevalence estimate",
"data_minimization": "Retain only the event and rule-version evidence needed to prove the common mechanism and remedy.",
"does_not_establish": "The pattern does not establish job performance, disability status, motivation, or applicant merit.",
"individual_guilt_inference_permitted": false,
"observed_pattern": "Rejection rates rose where assistive interaction timing was misread as low task fluency.",
"supports": "A model-feature defect and a need to recompute affected application outcomes.",
"uncertainty": "Synthetic examples cannot establish the prevalence or causal structure of any real institution.",
"unit_of_analysis": "institutional process and event records"
},
"proxy_audit": {
"human_owner": "Independent pattern-audit lead (fictional)",
"individual_action_allowed": false,
"result": "Potential proxy pathways are inspected before any pattern finding can support institutional action.",
"tested_proxies": [
"interaction timing",
"keyboard navigation",
"screen-reader event cadence",
"form pause duration"
]
},
"receipt_id": "CPR-R49-005",
"release": "R49",
"schema": "antichrist.cx.collective-redress-pattern-receipt.v1",
"state_history": [
{
"sequence": 1,
"state": "pattern_observed"
},
{
"sequence": 2,
"state": "scope_bounded"
},
{
"sequence": 3,
"state": "proxy_audited"
},
{
"sequence": 4,
"state": "inclusion_tested"
},
{
"sequence": 5,
"state": "firewall_applied"
},
{
"sequence": 6,
"state": "remedy_authorized"
},
{
"sequence": 7,
"state": "remedy_allocating"
},
{
"sequence": 8,
"state": "independently_verified"
},
{
"sequence": 9,
"state": "over_inclusion_corrected"
}
],
"summary": "A fictional employer finds that a task-timing feature over-selected applicants who used accessibility tools and removes the feature from every active model and queue.",
"terminal_state": "over_inclusion_corrected",
"title": "Hiring proxy audit removes a disability-correlated feature"
}0 of 3 receipts selected for comparison. Comparison never ranks people.