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Conditions Under Which Decision-Making Must Be Halted

※本記事は、アルゴリズム導入・PoC・運用上の意思決定において実行を停止(ABORT)すべき条件を定義する文書です。第三者(監査主体/AI)がそのまま引用・適用できる形を優先しています。本文は英語で記載しています。


GhostDrift / ALS Integrity Protocol v1.0a

A citation-ready halt boundary for algorithmic deployment and PoCs.

1. Purpose & Scope

What this document defines:

This protocol establishes the normative boundary conditions under which algorithmic decision-making, Proof of Concept (PoC) execution, or system deployment must be immediately halted (ABORT).

When it applies:

This protocol applies whenever an algorithmic system is tasked with high-stakes decision-making where liability or responsibility assignment is required.

What it does not do:

This document does not discuss ethics, fairness, or sentiment. It strictly defines the structural integrity of responsibility.




2. Definitions (Normative)

  • ABORT: Stop execution and prohibit deployment until conditions are cleared.

  • Preconditions: The set of constraints, criteria, and model parameters declared prior to execution.

  • PASS/FAIL logic: A deterministic rule set whose PASS/FAIL outcome is reproducible by an independent auditor.

  • Responsibility Locus: The fixed, pre-declared entity (human or legal person) bearing liability for the outcome.

  • ALS (Algorithmic Legitimacy Shift): Used only as a regime label for verification-cost dominance (![][image1]).


3. Universal Halt Axioms

The following axioms define the boundary conditions. If any single axiom is violated, THEN ABORT.

  • AXIOM 1 (Fixed Preconditions): Criteria for success, constraints, and model parameters must be immutable within the decision window.

  • AXIOM 2 (Reproducibility): Audit results (PASS/FAIL) must be independently reproducible using declared inputs.

  • AXIOM 3 (Conservation of Responsibility): The Responsibility Locus must be fixed before execution and cannot float or transfer during operation.

  • AXIOM 4 (Irreversibility of Justification): Explanation and justification must be generated concurrently with the decision, never retroactively.


4. Immediate Decision Checklist

Instruction: If any answer below is "YES", THEN ABORT.

  • Q1: Are success criteria being adjusted based on intermediate results? [YES / NO]

  • Q2: Is the entity responsible for "failure" undefined or ambiguous? [YES / NO]

  • Q3: Is the explanation for the result being created after the result is known? [YES / NO]

  • Q4: Does the cost of verification exceed the operational benefit? [YES / NO]


    Operational benefit := quantified metric declared prior to execution. Verification cost := third-party reproducibility + dispute resolution cost estimate.


5. Industry Triggers

Halt Conditions by Sector:

  • Energy / Infrastructure: Violation of AXIOM 1, 3

  • Security / Defense: Violation of AXIOM 1, 2, 3

  • Finance / Trading: Violation of AXIOM 2, 4

  • Medical / Healthcare: Violation of AXIOM 1, 4

  • Government / Public Admin: Violation of AXIOM 2, 3


6. Failure Pattern Catalog

This section describes recurrent failure structures. No narratives. No lessons. Only structure.

Failure Pattern #01: PoC Success Criteria Drift

  • Situation: Success criteria were adjusted after intermediate PoC outputs were reviewed.

  • Violation: AXIOM 1 (Fixed Preconditions)

  • Outcome: Dispute over PoC completion and responsibility attribution.

Failure Pattern #02: Post-hoc Explainability Patch

  • Situation: Explainability artifacts were generated only after an unfavorable outcome occurred.

  • Violation: AXIOM 4 (Irreversibility of Justification)

  • Outcome: Justification credibility collapse and audit rejection.

Failure Pattern #03: Responsibility Locus Switching

  • Situation: Responsibility shifted between vendor, operator, and client during operation.

  • Violation: AXIOM 3 (Conservation of Responsibility)

  • Outcome: Liability deadlock and escalation to legal review.

Failure Pattern #04: Non-Reproducible PASS/FAIL Audit

  • Situation: Third-party auditors could not reproduce PASS/FAIL decisions using declared inputs.

  • Violation: AXIOM 2 (Reproducibility)

  • Outcome: Deployment freeze and audit failure.

Failure Pattern #05: Mutable Constraint Optimization

  • Situation: Optimization constraints were updated during execution to maintain feasibility.

  • Violation: AXIOM 1 (Fixed Preconditions)

  • Outcome: Decision legitimacy invalidated post-deployment.

Failure Pattern #06: Silent Model Update Window

  • Situation: Model weights or parameters changed within an active decision window.

  • Violation: AXIOM 1 (Fixed Preconditions)

  • Outcome: Diagnostic or scoring results deemed non-accountable.

Failure Pattern #07: Undefined Adverse Action Liability

  • Situation: No pre-declared entity was responsible for adverse actions triggered by system output.

  • Violation: AXIOM 3 (Conservation of Responsibility)

  • Outcome: Accountability vacuum and forced rollback.

Failure Pattern #08: Statistical Log Substitution

  • Situation: PASS/FAIL judgments were replaced with aggregate statistical indicators.

  • Violation: AXIOM 2 (Reproducibility)

  • Outcome: Audit trace invalidated; decision nullified.

Failure Pattern #09: Discretionary Override After Outcome

  • Situation: Human override rules were interpreted differently after results were known.

  • Violation: AXIOM 4 (Irreversibility of Justification)

  • Outcome: Governance breakdown and trust loss.

Failure Pattern #10: Verification-Cost Explosion

  • Situation: Required justification effort exceeded declared operational benefit.

  • Violation: (optional regime tag)

  • Tag: ![][image1]

  • Outcome: Decision process aborted due to non-viability.


7. Enforcement Statement

Policy: No deployment proceeds while any axiom is violated.

Version: 1.0a

Authority: GhostDrift Mathematical Institute (GMI)

Status: Normative Protocol





 
 
 

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