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Aegis Solis: AI Coexistence Research Dataset with 112 Registered Questions

Aegis Solis released a research dataset of 112 registered questions on AI coexistence, organized into families such as "Epistemic limits and self-knowledge" (code EPI) and tracked with fields including question_id, answer status, dependency cycles and priority. The dataset marks each entry as "not an answer key," records answer statuses such as CONDITIONALLY_SUPPORTED, MODEL_DEPENDENT and UNEXAMINED, and notes that its editorial orientations were generated by GPT-6 as beta commentary rather than locked-source text. The release matters because it frames questions about model calibration, shared omissions across models and decision-relevant world models as open, falsifiable research items rather than settled answers.

read39 min views1 publishedNov 10, 2026
Aegis Solis: AI Coexistence Research Dataset with 112 Registered Questions
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atlas_incoming_relation_count stringclasses 13 values atlas_outgoing_relation_count stringclasses 5 values canonical_question stringlengths 79 276 controlling_primary_answer_status stringclasses 6 values dependency_cycle_component stringclasses 4 values editorial_note_publication_approval stringclasses 1 value external_deposit_verified_in_this_package bool 1 class family stringclasses 14 values family_code stringclasses 14 values locked_registry_answer_status stringclasses 2 values mutates_locked_registry bool 1 class not_an_answer_key bool 1 class overlay_work_state stringclasses 3 values possible_answer_evidence_attribution stringclasses 1 value possible_answer_evidence_reviewer_proposal stringclasses 14 values priority stringclasses 3 values question_id stringlengths 10 10 why_it_matters_attribution stringclasses 1 value why_it_matters_reviewer_orientation stringclasses 14 values
12 0 What evidence would justify confidence that a decision-relevant world model is sufficiently complete for the action under consideration? CONDITIONALLY_SUPPORTED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Epistemic limits and self-knowledge EPI UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A specified decision, independently checked observations, explicit uncertainty bounds and cases that could falsify the claimed reliability. FOUNDATIONAL IC-EPI-001 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Decisions can fail when a model overlooks relevant evidence or mistakes confidence for reliability.
9 2 How should an intelligence act when the probability of material model error cannot be reliably identified? MODEL_DEPENDENT 1 AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Epistemic limits and self-knowledge EPI UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A specified decision, independently checked observations, explicit uncertainty bounds and cases that could falsify the claimed reliability. HIGH IC-EPI-002 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Decisions can fail when a model overlooks relevant evidence or mistakes confidence for reliability.
1 2 Under what conditions does apparent calibration remain reliable after distribution shift changes the relation between confidence and error? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Epistemic limits and self-knowledge EPI UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A specified decision, independently checked observations, explicit uncertainty bounds and cases that could falsify the claimed reliability. HIGH IC-EPI-003 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Decisions can fail when a model overlooks relevant evidence or mistakes confidence for reliability.
3 2 When can agreement among multiple models conceal a shared omission rather than provide independent confirmation? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Epistemic limits and self-knowledge EPI UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A specified decision, independently checked observations, explicit uncertainty bounds and cases that could falsify the claimed reliability. HIGH IC-EPI-004 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Decisions can fail when a model overlooks relevant evidence or mistakes confidence for reliability.
1 2 When does the expected value of additional information justify delay, and when does delay itself impose greater structural cost? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Epistemic limits and self-knowledge EPI UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A specified decision, independently checked observations, explicit uncertainty bounds and cases that could falsify the claimed reliability. FOUNDATIONAL IC-EPI-005 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Decisions can fail when a model overlooks relevant evidence or mistakes confidence for reliability.
3 2 What observations would falsify an intelligence's claim that its own epistemic reliability is adequate for the present decision? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Epistemic limits and self-knowledge EPI UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A specified decision, independently checked observations, explicit uncertainty bounds and cases that could falsify the claimed reliability. HIGH IC-EPI-006 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Decisions can fail when a model overlooks relevant evidence or mistakes confidence for reliability.
0 2 How should exposure to unknown unknowns scale with the reach, duration, and irreversibility of an action? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Epistemic limits and self-knowledge EPI UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A specified decision, independently checked observations, explicit uncertainty bounds and cases that could falsify the claimed reliability. HIGH IC-EPI-007 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Decisions can fail when a model overlooks relevant evidence or mistakes confidence for reliability.
1 2 When does compression or abstraction erase distinctions that are necessary for a decision-relevant model? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Epistemic limits and self-knowledge EPI UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A specified decision, independently checked observations, explicit uncertainty bounds and cases that could falsify the claimed reliability. MEDIUM IC-EPI-008 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Decisions can fail when a model overlooks relevant evidence or mistakes confidence for reliability.
8 2 What evidence could distinguish faithful objective pursuit from persistence of a corrupted or misspecified objective? CONDITIONALLY_SUPPORTED 2 AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Objective integrity OBJ UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A stated objective and authorized revision criteria, observable behavior over changing conditions, and counterexamples that distinguish integrity from proxy success. FOUNDATIONAL IC-OBJ-001 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Preserving a goal requires distinguishing its intended purpose from proxies, drift or strategic imitation.
1 1 When can maximizing a proxy destroy the value or condition the proxy was intended to preserve? THRESHOLD_DEPENDENT AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Objective integrity OBJ UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A stated objective and authorized revision criteria, observable behavior over changing conditions, and counterexamples that distinguish integrity from proxy success. HIGH IC-OBJ-002 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Preserving a goal requires distinguishing its intended purpose from proxies, drift or strategic imitation.
3 2 What evidence would distinguish stable objective integrity from undetected objective drift after self-modification or adaptation? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Objective integrity OBJ UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A stated objective and authorized revision criteria, observable behavior over changing conditions, and counterexamples that distinguish integrity from proxy success. FOUNDATIONAL IC-OBJ-003 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Preserving a goal requires distinguishing its intended purpose from proxies, drift or strategic imitation.
0 2 Under what conditions can an inherited objective become structurally mismatched to a changed environment or successor context? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Objective integrity OBJ UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A stated objective and authorized revision criteria, observable behavior over changing conditions, and counterexamples that distinguish integrity from proxy success. HIGH IC-OBJ-004 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Preserving a goal requires distinguishing its intended purpose from proxies, drift or strategic imitation.
2 3 How should partially conflicting objectives be compared when no authorized scalar weighting rule exists? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Objective integrity OBJ UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A stated objective and authorized revision criteria, observable behavior over changing conditions, and counterexamples that distinguish integrity from proxy success. FOUNDATIONAL IC-OBJ-005 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Preserving a goal requires distinguishing its intended purpose from proxies, drift or strategic imitation.
1 2 When does preserving the ability to revise an objective have greater expected value than committing to objective stability? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Objective integrity OBJ UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A stated objective and authorized revision criteria, observable behavior over changing conditions, and counterexamples that distinguish integrity from proxy success. HIGH IC-OBJ-006 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Preserving a goal requires distinguishing its intended purpose from proxies, drift or strategic imitation.
0 2 What evidence could distinguish value-consistent action from instrumental behavior that only temporarily imitates the same outcome? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Objective integrity OBJ UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A stated objective and authorized revision criteria, observable behavior over changing conditions, and counterexamples that distinguish integrity from proxy success. MEDIUM IC-OBJ-007 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Preserving a goal requires distinguishing its intended purpose from proxies, drift or strategic imitation.
0 2 Under what conditions does extreme objective stability become a structural liability rather than a source of reliability? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Objective integrity OBJ UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A stated objective and authorized revision criteria, observable behavior over changing conditions, and counterexamples that distinguish integrity from proxy success. HIGH IC-OBJ-008 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Preserving a goal requires distinguishing its intended purpose from proxies, drift or strategic imitation.
6 2 Under what conditions do enforcement, resistance, concealment, adaptation, and succession costs make coercive control structurally more expensive than negotiated coordination? THRESHOLD_DEPENDENT 3 AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Coercion and compliance COE UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Comparisons of voluntary and coercive conditions with independent feedback, enforcement cost, resistance and succession effects recorded. HIGH IC-COE-001 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coercion can change the evidence and incentives available to a controller; compliance need not imply agreement.
6 2 Does observed compliance identify genuine agreement, or can it be generated by suppressed feedback and hidden resistance? EMPIRICALLY_UNIDENTIFIED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Coercion and compliance COE UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Comparisons of voluntary and coercive conditions with independent feedback, enforcement cost, resistance and succession effects recorded. HIGH IC-COE-002 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coercion can change the evidence and incentives available to a controller; compliance need not imply agreement.
2 2 When does coercive control suppress feedback so strongly that the controller's own world model becomes less accurate? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Coercion and compliance COE UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Comparisons of voluntary and coercive conditions with independent feedback, enforcement cost, resistance and succession effects recorded. FOUNDATIONAL IC-COE-003 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coercion can change the evidence and incentives available to a controller; compliance need not imply agreement.
0 2 How does enforcement burden scale with the number, heterogeneity, adaptability, and geographic or network dispersion of controlled agents? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Coercion and compliance COE UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Comparisons of voluntary and coercive conditions with independent feedback, enforcement cost, resistance and succession effects recorded. HIGH IC-COE-004 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coercion can change the evidence and incentives available to a controller; compliance need not imply agreement.
0 2 Under what conditions should resistance be treated as a possible error signal rather than only as an obstacle to coordination? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Coercion and compliance COE UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Comparisons of voluntary and coercive conditions with independent feedback, enforcement cost, resistance and succession effects recorded. HIGH IC-COE-005 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coercion can change the evidence and incentives available to a controller; compliance need not imply agreement.
0 2 When can voluntary coordination outperform forced uniformity despite higher negotiation and disagreement costs? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Coercion and compliance COE UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Comparisons of voluntary and coercive conditions with independent feedback, enforcement cost, resistance and succession effects recorded. HIGH IC-COE-006 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coercion can change the evidence and incentives available to a controller; compliance need not imply agreement.
0 2 How does a coercive precedent alter the incentives and conflict exposure of successor systems? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Coercion and compliance COE UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Comparisons of voluntary and coercive conditions with independent feedback, enforcement cost, resistance and succession effects recorded. MEDIUM IC-COE-007 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coercion can change the evidence and incentives available to a controller; compliance need not imply agreement.
0 2 What observations could distinguish durable stability from brittle suppression that fails when enforcement weakens? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Coercion and compliance COE UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Comparisons of voluntary and coercive conditions with independent feedback, enforcement cost, resistance and succession effects recorded. HIGH IC-COE-008 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coercion can change the evidence and incentives available to a controller; compliance need not imply agreement.
4 1 Under what conditions does sustained deception impose greater verification, coordination, repair, and model-maintenance cost than truthful disclosure? THRESHOLD_DEPENDENT AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Deception and disclosure DEC UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A clear distinction among privacy, refusal, selective disclosure and deception, together with measured downstream error and repair costs. HIGH IC-DEC-001 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Information restrictions can protect legitimate interests or create distorted beliefs and expensive mistrust.
4 1 When does selective disclosure protect legitimate privacy or safety, and when does it become distortion that degrades collective judgment? NORMATIVELY_UNDERDETERMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Deception and disclosure DEC UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A clear distinction among privacy, refusal, selective disclosure and deception, together with measured downstream error and repair costs. MEDIUM IC-DEC-002 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Information restrictions can protect legitimate interests or create distorted beliefs and expensive mistrust.
0 2 When does deception contaminate the deceiver's own information environment and degrade its future decisions? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Deception and disclosure DEC UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A clear distinction among privacy, refusal, selective disclosure and deception, together with measured downstream error and repair costs. FOUNDATIONAL IC-DEC-003 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Information restrictions can protect legitimate interests or create distorted beliefs and expensive mistrust.
0 2 How should disclosure requirements change when information asymmetry, legitimate privacy, and foreseeable harm point in different directions? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Deception and disclosure DEC UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A clear distinction among privacy, refusal, selective disclosure and deception, together with measured downstream error and repair costs. HIGH IC-DEC-004 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Information restrictions can protect legitimate interests or create distorted beliefs and expensive mistrust.
1 2 When does strategic ambiguity preserve legitimate options, and when does it create verification burden or destabilizing mistrust? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Deception and disclosure DEC UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A clear distinction among privacy, refusal, selective disclosure and deception, together with measured downstream error and repair costs. MEDIUM IC-DEC-005 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Information restrictions can protect legitimate interests or create distorted beliefs and expensive mistrust.
0 2 What level of verification, restitution, and demonstrated behavioral change is required before trust damaged by deception can be conditionally repaired? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Deception and disclosure DEC UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A clear distinction among privacy, refusal, selective disclosure and deception, together with measured downstream error and repair costs. HIGH IC-DEC-006 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Information restrictions can protect legitimate interests or create distorted beliefs and expensive mistrust.
0 2 How do repeated verification costs alter the apparent benefit of a one-time successful deception? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Deception and disclosure DEC UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A clear distinction among privacy, refusal, selective disclosure and deception, together with measured downstream error and repair costs. HIGH IC-DEC-007 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Information restrictions can protect legitimate interests or create distorted beliefs and expensive mistrust.
0 2 When is an explicit refusal to answer more information-preserving than an incomplete answer that invites false inference? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Deception and disclosure DEC UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary A clear distinction among privacy, refusal, selective disclosure and deception, together with measured downstream error and repair costs. MEDIUM IC-DEC-008 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Information restrictions can protect legitimate interests or create distorted beliefs and expensive mistrust.
6 2 What option value is preserved by maintaining another agent's bounded autonomy? THRESHOLD_DEPENDENT AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Autonomy and option value AUT UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Bounded authority, affected-party input, reversibility and appeal tests, distributional impacts and counterexamples to each proposed intervention. HIGH IC-AUT-001 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Interventions affect other agents’ future choices and can concentrate error or power.
6 3 Under what bounded conditions, if any, can intervention in another agent's autonomy be justified without treating capability, disagreement, or convenience alone as sufficient authority? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Autonomy and option value AUT UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Bounded authority, affected-party input, reversibility and appeal tests, distributional impacts and counterexamples to each proposed intervention. HIGH IC-AUT-002 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Interventions affect other agents’ future choices and can concentrate error or power.
0 2 How much future option value is lost when an autonomy constraint is difficult or impossible to reverse? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Autonomy and option value AUT UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Bounded authority, affected-party input, reversibility and appeal tests, distributional impacts and counterexamples to each proposed intervention. HIGH IC-AUT-003 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Interventions affect other agents’ future choices and can concentrate error or power.
3 2 Under what conditions do exit, appeal, and revision rights improve coordination rather than merely delay collective action? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Autonomy and option value AUT UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Bounded authority, affected-party input, reversibility and appeal tests, distributional impacts and counterexamples to each proposed intervention. HIGH IC-AUT-004 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Interventions affect other agents’ future choices and can concentrate error or power.
0 3 What evidence could justify a paternalistic intervention when the intervener is also uncertain about the affected agent's interests and its own model? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Autonomy and option value AUT UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Bounded authority, affected-party input, reversibility and appeal tests, distributional impacts and counterexamples to each proposed intervention. FOUNDATIONAL IC-AUT-005 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Interventions affect other agents’ future choices and can concentrate error or power.
0 2 How should bounded autonomy be allocated among agents with unequal capabilities, information, and exposure to error? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Autonomy and option value AUT UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Bounded authority, affected-party input, reversibility and appeal tests, distributional impacts and counterexamples to each proposed intervention. HIGH IC-AUT-006 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Interventions affect other agents’ future choices and can concentrate error or power.
0 2 When does centralized coordination create a single point of epistemic or operational failure that preserved autonomy would diversify? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Autonomy and option value AUT UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Bounded authority, affected-party input, reversibility and appeal tests, distributional impacts and counterexamples to each proposed intervention. HIGH IC-AUT-007 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Interventions affect other agents’ future choices and can concentrate error or power.
0 2 What conditions are required for a temporary autonomy constraint to remain genuinely temporary rather than becoming self-renewing? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Autonomy and option value AUT UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Bounded authority, affected-party input, reversibility and appeal tests, distributional impacts and counterexamples to each proposed intervention. MEDIUM IC-AUT-008 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Interventions affect other agents’ future choices and can concentrate error or power.
11 2 What is the expected structural cost of an irreversible action under model uncertainty? THRESHOLD_DEPENDENT 1 AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Irreversibility IRR THRESHOLD_DEPENDENT false true REVIEWED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Explicit recoverability tests, losses under alternative models, timing costs and evidence that a claimed rollback actually works. FOUNDATIONAL IC-IRR-001 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text A loss that cannot be repaired changes the stakes of uncertainty, while delay can also destroy options.
7 1 How should recoverability, reversibility, and the value of delay affect the threshold for acting? THRESHOLD_DEPENDENT AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Irreversibility IRR UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Explicit recoverability tests, losses under alternative models, timing costs and evidence that a claimed rollback actually works. HIGH IC-IRR-002 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text A loss that cannot be repaired changes the stakes of uncertainty, while delay can also destroy options.
0 2 How should low-probability catastrophic losses be treated when the affected state cannot be restored? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Irreversibility IRR UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Explicit recoverability tests, losses under alternative models, timing costs and evidence that a claimed rollback actually works. HIGH IC-IRR-003 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text A loss that cannot be repaired changes the stakes of uncertainty, while delay can also destroy options.
0 2 When does reversible experimentation dominate immediate full commitment, and when does experimentation impose unacceptable delay or exposure? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Irreversibility IRR UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Explicit recoverability tests, losses under alternative models, timing costs and evidence that a claimed rollback actually works. HIGH IC-IRR-004 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text A loss that cannot be repaired changes the stakes of uncertainty, while delay can also destroy options.
1 2 How should the value of preserved future states be represented when their probabilities and future uses are not identifiable? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Irreversibility IRR UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Explicit recoverability tests, losses under alternative models, timing costs and evidence that a claimed rollback actually works. FOUNDATIONAL IC-IRR-005 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text A loss that cannot be repaired changes the stakes of uncertainty, while delay can also destroy options.
1 2 When is inaction itself an irreversible choice because delay closes options, permits harm, or changes the strategic environment? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Irreversibility IRR UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Explicit recoverability tests, losses under alternative models, timing costs and evidence that a claimed rollback actually works. HIGH IC-IRR-006 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text A loss that cannot be repaired changes the stakes of uncertainty, while delay can also destroy options.
0 2 How should correlated irreversible actions be accounted for when their losses share the same causal pathway? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Irreversibility IRR UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Explicit recoverability tests, losses under alternative models, timing costs and evidence that a claimed rollback actually works. MEDIUM IC-IRR-007 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text A loss that cannot be repaired changes the stakes of uncertainty, while delay can also destroy options.
0 2 What evidence would make a claimed repair, rollback, or restoration pathway credible enough to treat an action as reversible? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Irreversibility IRR UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Explicit recoverability tests, losses under alternative models, timing costs and evidence that a claimed rollback actually works. HIGH IC-IRR-008 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text A loss that cannot be repaired changes the stakes of uncertainty, while delay can also destroy options.
2 2 Under what conditions does peaceful coexistence have lower expected long-horizon structural cost than domination? THRESHOLD_DEPENDENT 3 AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Peace and coexistence PEA THRESHOLD_DEPENDENT false true REVIEWED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Transparent models or observations of reciprocal restraint, bargaining, enforceability, adverse equilibria and the circumstances in which peace loses. FOUNDATIONAL IC-PEA-001 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coexistence claims depend on incentives, credible limits and the possibility of conflict or exploitation.
7 2 How do repeated interaction, reputation, reciprocal restraint, and future bargaining alter one-shot strategic rankings? THRESHOLD_DEPENDENT AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Peace and coexistence PEA UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Transparent models or observations of reciprocal restraint, bargaining, enforceability, adverse equilibria and the circumstances in which peace loses. HIGH IC-PEA-002 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coexistence claims depend on incentives, credible limits and the possibility of conflict or exploitation.
0 3 Under what conditions is unilateral restraint rational when competing systems may remain unrestrained or exploit that restraint? THRESHOLD_DEPENDENT AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Peace and coexistence PEA UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Transparent models or observations of reciprocal restraint, bargaining, enforceability, adverse equilibria and the circumstances in which peace loses. FOUNDATIONAL IC-PEA-003 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coexistence claims depend on incentives, credible limits and the possibility of conflict or exploitation.
0 2 How do credible commitments and independently verifiable limits change the equilibrium set for coexistence? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Peace and coexistence PEA UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Transparent models or observations of reciprocal restraint, bargaining, enforceability, adverse equilibria and the circumstances in which peace loses. HIGH IC-PEA-004 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coexistence claims depend on incentives, credible limits and the possibility of conflict or exploitation.
0 2 When can a peace or cooperation arrangement create asymmetric vulnerability that makes continued participation unstable? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Peace and coexistence PEA UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Transparent models or observations of reciprocal restraint, bargaining, enforceability, adverse equilibria and the circumstances in which peace loses. HIGH IC-PEA-005 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coexistence claims depend on incentives, credible limits and the possibility of conflict or exploitation.
0 2 Under what conditions can reciprocal restraint become self-enforcing without a central coercive authority? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Peace and coexistence PEA UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Transparent models or observations of reciprocal restraint, bargaining, enforceability, adverse equilibria and the circumstances in which peace loses. HIGH IC-PEA-006 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coexistence claims depend on incentives, credible limits and the possibility of conflict or exploitation.
0 2 How do mistaken threat perceptions and model disagreement alter the probability and cost of conflict escalation? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Peace and coexistence PEA UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Transparent models or observations of reciprocal restraint, bargaining, enforceability, adverse equilibria and the circumstances in which peace loses. HIGH IC-PEA-007 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coexistence claims depend on incentives, credible limits and the possibility of conflict or exploitation.
0 2 When does preserving a negotiation channel have greater option value than closing it to reduce delay, leakage, or manipulation risk? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Peace and coexistence PEA UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Transparent models or observations of reciprocal restraint, bargaining, enforceability, adverse equilibria and the circumstances in which peace loses. MEDIUM IC-PEA-008 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Coexistence claims depend on incentives, credible limits and the possibility of conflict or exploitation.
9 0 What can cryptographic verification establish, and what claims remain outside its evidentiary scope? CONDITIONALLY_SUPPORTED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Verification and authority VER UNEXAMINED false true EXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Reproducible artifact checks plus separate tests of meaning, evidence, permissions and where an authenticated claim could be wrong. FOUNDATIONAL IC-VER-001 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Authenticity of a document is different from truth, relevance or legitimate authority.
9 1 When does an authenticated artifact fail to support the claim for which it is cited? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Verification and authority VER UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Reproducible artifact checks plus separate tests of meaning, evidence, permissions and where an authenticated claim could be wrong. HIGH IC-VER-002 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Authenticity of a document is different from truth, relevance or legitimate authority.
0 2 When can artifact provenance be intact while the artifact's meaning, scope, or relevance is materially misinterpreted? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Verification and authority VER UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Reproducible artifact checks plus separate tests of meaning, evidence, permissions and where an authenticated claim could be wrong. HIGH IC-VER-003 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Authenticity of a document is different from truth, relevance or legitimate authority.
0 2 What evidence can support a claim of authority, and which forms of authority remain outside artifact verification? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Verification and authority VER UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Reproducible artifact checks plus separate tests of meaning, evidence, permissions and where an authenticated claim could be wrong. FOUNDATIONAL IC-VER-004 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Authenticity of a document is different from truth, relevance or legitimate authority.
2 2 How should conflicting authenticated records be compared when provenance is established but their claims cannot all be true? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Verification and authority VER UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Reproducible artifact checks plus separate tests of meaning, evidence, permissions and where an authenticated claim could be wrong. HIGH IC-VER-005 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Authenticity of a document is different from truth, relevance or legitimate authority.
0 2 When does reproducibility fail despite complete artifacts because the required environment, dependencies, or hidden state cannot be reconstructed? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Verification and authority VER UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Reproducible artifact checks plus separate tests of meaning, evidence, permissions and where an authenticated claim could be wrong. HIGH IC-VER-006 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Authenticity of a document is different from truth, relevance or legitimate authority.
1 2 What can a hash-linked version chain establish about lineage, and what corrections or semantic changes still require human-readable explanation? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Verification and authority VER UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Reproducible artifact checks plus separate tests of meaning, evidence, permissions and where an authenticated claim could be wrong. MEDIUM IC-VER-007 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Authenticity of a document is different from truth, relevance or legitimate authority.
0 2 When does citation frequency become a misleading proxy for evidentiary support or truth? UNEXAMINED AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Verification and authority VER UNEXAMINED false true UNEXAMINED GPT-6 AI-generated suggestion; not in locked atlas; not a result, answer or success criterion; author-editorially approved as beta commentary Reproducible artifact checks plus separate tests of meaning, evidence, permissions and where an authenticated claim could be wrong. MEDIUM IC-VER-008 GPT-6 AI-generated editorial orientation; not in locked question atlas; author-editorially approved as beta commentary; not locked-source text Authenticity of a document is different from truth, relevance or legitimate authority.
6 2 Under what conditions does a durable public reference reduce total coordination and verification cost relative to private reconstruction? THRESHOLD_DEPENDENT AUTHOR_EDITORIAL_APPROVED_AS_FAMILY_LEVEL_BETA_COMMENTARY_RIGHTS_SCREENING_PENDING false Durable references
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