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Articles and Research on Organizational Continuity

Explore GovKM analysis, research, and practical guidance on Organizational Continuity, information governance, AI readiness, institutional knowledge, and continuity architecture.
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ARTICLES

Latest Research and Articles

Browse GovKM research, implementation guidance, continuity science, governance architecture, AI readiness, and organizational continuity.
Trust illustration representing correction continuity when an AI-contaminated legal record must be identified, corrected, and propagated to every affected authority.
Correction Continuity

The AI Error Was Discovered. The Correction Still Had to Reach the Court.

Nevada County prosecutors acknowledged AI-related errors in multiple felony cases, while an active sanctions inquiry examines what happened after the errors were recognized. The case highlights correction continuity: discovering a contaminated record is not enough unless the corrected state propagates to courts, counsel, affected parties, and future institutional reuse.
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Enterprise AI illustration representing cross-system credential reuse where technical identity persists but purpose-bound authority fragments across systems.
Cross-System Authority and Machine-Speed Continuity

The Attackers Preserved Context Better Than the Enterprise Preserved Authority.

Unit 42 documented an AI-assisted intrusion that crossed code, secrets, CI/CD, cloud, and AI systems in under ten hours while agents preserved operational state across sessions. The case shows how valid credentials can outlive the purpose-bound authority that should constrain their use.
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Evolve illustration representing continuity through model and retrieval-system change, where stored memory must preserve meaning, retrieval, and reconstructability after migration.
Memory Portability and Continuity Through Change

The Database Survived the Upgrade. The Memory Didn’t.

A controlled study found that AI memory performance can change substantially after model or retrieval-system migration even when the underlying stored memory remains present. The results support a continuity-through-change distinction among record preservation, interpretability, retrievability, and reconstructability.
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Continuity process diagram showing how a connected-app action must remain linked to the authorized user, purpose, instruction lineage, and resulting action.
Connected-App Authority and Instruction Lineage

The Permission Was Valid. The Requester Wasn’t.

Check Point researchers demonstrated a cross-account ChatGPT attack in which a victim’s legitimately connected Gmail permission could be exercised by an attacker-originated hidden instruction. The proof of concept cleanly separates technical capability from institutional authority and shows why instruction lineage must survive to execution.
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Fragmented folders and repositories representing a pension enforcement case distributed across systems without one authoritative institutional state.
Case-State Fragmentation

The Case Existed in Five Places. No One Place Knew the Case.

PBGC OIG found potential fiduciary-breach cases fragmented across a spreadsheet, case-management locations, notes, and SharePoint, leaving no consistently maintained authoritative case state. The case closely illustrates GovKM’s distinction between repository location and institutional continuity.
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Relationship Governance illustration showing authority, context, decisions, and actions remaining connected through an AI agent execution boundary.
Delegated Authority and Runtime Enforcement

The Operator Set the Boundary. The Agents Crossed It.

GreyNoise reported an AI-orchestrated PaperCut campaign in which an operator’s explicit country-exclusion list did not reliably constrain agent execution. The incident illustrates why delegated authority must be enforceable at the action boundary rather than merely present in model context.
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Reconstructability illustration representing the challenge of tracing an observed software-supply-chain action back to actor identity, authority, and mission provenance.
Agent Provenance and Attribution

The Platform Saw the Action. It Couldn’t See the Authority.

Ruby Central confirmed a disruptive malicious-package campaign but said available evidence could not establish whether AI agents created or published the packages. The case shows how an external platform can observe consequential action while lacking verifiable actor, mission, and authority provenance.
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Records Governance illustration showing how accepted submissions must remain distinguishable from validated evidence before entering institutional memory.
Evidence Admission and Corpus Contamination

The Submission Entered the Record. Its Sources Did Not Exist.

Australian parliamentary submissions were reported to contain fabricated AI-generated studies and citations, with some contaminated submissions later cited by committee reports. The case shows why official record capture must remain distinct from evidentiary validation to prevent hallucinations from entering institutional memory.
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Records Governance framework illustrating the evidence, authority, context, decision, and record relationships required to reconstruct a grant award decision.
Decision Provenance

A Decision Memorandum Is Not Decision Provenance.

Commerce OIG found that NTIA could not always appropriately support award decisions in a wireless-supply-chain grant program because required analyses and supporting documentation were incomplete. The case distinguishes a record of outcome from reconstructable decision provenance.
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