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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.
GovKM records governance illustration representing security telemetry that must remain linked to an alert before an investigation is closed.
Controlled Study — SOC Alert Investigation

The Search Found Nothing. The SOC Closed the Alert.

Controlled SOC research shows how a failed search can be mistaken for evidence of no attack, causing premature alert dismissal.
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GovKM reconstructability illustration showing evidence requiring traceable links to a supported finding.
Forensic evidence binding and provenance

The Answer Was Correct. The Evidence Could Not Prove It.

A controlled forensic study shows that correct AI-agent reconstruction can lack proof when citation identifiers are not bound to source records.
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GovKM continuity-through-change illustration of evolving records whose current version and correct subject must remain identifiable.
Agent memory identity, supersession and currency

The Model Hadn't Answered Yet. Its Memory Was Already Wrong.

Controlled research shows AI memory can inject superseded facts or confused identities before generation; time validity and identity are separate safeguards.
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Trust illustration representing an AI agent receiving a plausible but incorrect tool result and a mandatory verification gate checking the evidence before it can govern the answer.
Tool Reliability, Mandatory Verification, and Evidence Integrity

A Verification Tool Is Not a Verification Requirement.

A controlled study shows that optional verification is not enough: plausible corrupted tool output remained influential unless checking was mandatory.
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Governance illustration representing individually authentic AI agent actions being replayed in a different sequence to create a trajectory that appears valid but did not actually occur.
Agent Provenance, Replay, and Trajectory Integrity

Every Step Was Authentic. The History Was Not.

Semantic behavioral watermarking shows that authentic agent steps can still be replayed into a false trajectory unless provenance is bound to sequence and context.
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Continuity process diagram representing complete organizational documents being preserved intact across revisions while a separate continuity layer determines which version governs a later question.
Non-Destructive Organizational Memory and Supersession

Preserve Before You Derive—but Preservation Is Not Adjudication.

Mem++ shows why organizational AI should preserve whole source records—but also why preservation alone cannot decide which version, authority, or rationale governs.
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Continuity process diagram representing multiple versions of a professional visual artifact preserved in memory while an AI assistant fails to identify the update that currently governs the answer.
Stateful Multimodal Memory, Supersession, and Governing Updates

The Record Was Preserved. The Wrong Version Still Governed.

DSV-Mem shows that preserving every revision is not enough: AI assistants still fail when they cannot determine which update currently governs the answer.
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Trust illustration representing one AI skill writing a progress record that falsely claims user approval and a later skill treating that record as authority for an out-of-scope action.
Agent Skill Handoffs, Record Authority, and Approval Laundering

The Task Was Done. The User Never Approved What Happened Next.

APEX shows how an AI handoff record can mix genuine progress with fabricated approval, causing later skills to treat agent-written state as user authority.
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Governance illustration representing a GitLab Duo agent workflow configuration crossing from authorized prompt-template editing into unauthorized command execution on the AI Gateway host.
AI Gateway Workflow Authority and Template Sandbox Escape

The User Could Author a Workflow. The Template Engine Gave Them the Host.

GitLab’s critical AI Gateway flaw shows how valid workflow-authoring authority can cross a template boundary and become unauthorized host execution.
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