GovKM
GOVKM KNOWLEDGE

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.
GovKM knowledge ecosystem connecting research, policies, procedures, datasets, reports, laws, circulars, and guidelines.
ARTICLES

Latest Research and Articles

Browse GovKM research, implementation guidance, continuity science, governance architecture, AI readiness, and organizational continuity.
Records governance framework illustrating verification that reconnects an AI-generated claim and citation to the authoritative source evidence before institutional use.
AI Verification & Provenance

The Second AI Checked the First. The Source Still Didn’t.

A USPTO disciplinary matter shows the limit of AI-to-AI review: one model helped draft a patent filing and a second reviewed it, yet false and inaccurate citations to the patent’s own intrinsic record remained. Verification is not another inference layer; it is a governed return to authoritative evidence.
Read the Article →
Organizational continuity framework representing a modernization strategy transition whose decision rationale must survive as institutional memory for future leaders.
Government Modernization & Institutional Memory

The Strategy Changed. Current Leaders Couldn’t Reconstruct Why.

GAO’s OIG found that GAO shifted from a five-year IT modernization plan to an ongoing strategy without documenting the decision, leaving current officials without full awareness of the rationale. The case shows how a new institutional state can survive while the decision lineage connecting it to the prior state disappears.
Read the Article →
Concept illustration for “AI Procurement: The Institution Keeps What It Learned,” contrasting disconnected procurement, where evaluations and lessons are lost, with continuous procurement, where institutional knowledge is captured, connected, preserved, an
Government AI

AI Procurement Is Not Complete Until the Institution Keeps What It Learned

Federal AI acquisitions generate institutional knowledge about contracts, testing, data rights, costs, vendor performance, and operational fit. GAO found selected agencies were not systematically collecting those lessons, risking repeated mistakes and lost procurement learning.
Read the Article →
GovKM infographic showing how theme-only AI summaries can lose structure, context, relationships, authorial intent, and temporal sequence, while continuity-based summaries preserve representation and reconstructable meaning for governance, institutional me
Government AI

AI Summaries Must Preserve Representation, Not Just Themes

AI can help governments summarize thousands of public comments, but theme extraction alone does not preserve representation. Consultation analysis needs provenance from individual evidence through taxonomy, human review, minority viewpoints, and policy findings.
Read the Article →
GovKM article page titled “AI Answer = Reconstructable Context Set,” presenting a continuity operating standard that connects claims to evidence, authority, context, methods, limits, and traceability, with article metadata and institutional continuity tags
AI Governance

An AI Answer Is Not Reconstructable Unless Its Context Set Is

Preserving an AI prompt, model, and output does not fully reconstruct a consequential decision. Institutions also need recoverable lineage for the exact governed evidence and versions the AI consumed at decision time.
Read the Article →
Concept illustration for “AI Incident: One Reconstructable Institutional History,” showing an AI incident transformed through evidence, context, decisions, actions, and records into institutional memory. The Continuity Topology connects Source, Evidence, A
AI Governance

An AI Incident Needs One Reconstructable Institutional History

AI incidents routinely cross cybersecurity, privacy, safety, operational, and governance boundaries. Institutions need a reconstructable incident history connecting evidence, classifications, authorities, response actions, records, and lessons across specialized registers.
Read the Article →
Information held in secure custody is separated from authorized future uses, illustrating that AI training and model improvement require explicit authority, context, purpose, and policy before reuse.
AI Governance

Possession Is Not Permission: AI Training Is a Future-Reuse Authority Decision

Storing or processing customer information to provide a service does not automatically authorize using that information to train or improve AI. Secondary use is a separate continuity decision whose authority, purpose, scope, policy state, and resulting lineage must remain explicit.
Read the Article →
Concept illustration for “Research Databases Need Continuity, Not Just Records,” contrasting an active research database with an isolated records vault. Institutional Continuity connects provenance, authority, context, relationships, and reuse across the C
Research Governance & Institutional Continuity

Research Databases Need Continuity, Not Just Records

A structured research database can preserve incidents, citations, and findings while still losing the relationships that make the evidence defensible. Research continuity requires reconstructable lineage from source and evidence through verification, interpretation, publication, institutional memory, and future reuse.
Read the Article →
Concept illustration for “Storage Is Not Continuity,” showing an institutional identity vault separated from a cloud storage provider by a broken chain, while evidence, context, decisions, records, and lineage flow independently between them.
Information Continuity

Storage Is Not Continuity: Institutional Identity Must Survive the Provider

Cloud portability can move data between repositories, but institutional continuity requires more: stable identity, provenance, authority, context, decision lineage, record meaning, and reuse conditions must survive when the physical storage provider changes.
Read the Article →
next step

Continue Your Continuity Journey

Explore the GovKM Continuity Framework or connect with GovKM to discuss your organization’s continuity, governance, and AI-readiness priorities.
FRAMEWORK

Explore the GovKM Continuity Framework

Understand the domains, relationships, principles, and implementation architecture that support organizational continuity.
CONNECT

Talk With GovKM

Discuss organizational continuity, AI readiness, governance architecture, research collaboration, or implementation priorities.