Mitigating Artificial Ignorance Through Duty-to-Know Governance A model performance plan for reducing artificial ignorance, constraining the acceptable scope of rational ignorance in proportion to authority, and making awareness, accountability, and corrective action measurable. Submitter's Note: This model performance plan has been inferred by ChatGPT in dialog prompted by an article in the Wall Street Journal entitled "With Mythos, AI Pays for Itself: Anthropic’s new product isn’t a cyber threat but a solution to cyber threats" by Holman W. Jenkins, Jr. ~ https://www.wsj.com/opinion/with-mythos-ai-pays-for-itself-b4d29d5a?st=Eq2cYm No One in Particular NOIP Any organization seeking to align authority, awareness, and accountability ~ An organizational placeholder for public, private, or civic institutions wishing to reduce artificial ignorance and improve decision-making through measurable transparency and responsibility. Executive Leadership Leads the organization and bears ultimate responsibility for establishing awareness, accountability, and corrective action. Leadership Direct strategy, assign responsibility, and ensure action on material risks and performance deviations. Performer Oversight Authorities Provide independent review of whether risks, responsibilities, and results are being disclosed and addressed appropriately. Oversight Review performance information, assess compliance, and protect the public interest. The Public Benefits from more transparent, accountable, and evidence-based decisions. Public Interest Receive the benefits of improved governance and access to machine-readable performance information. Beneficiary A society in which responsible decision-makers possess timely, reliable awareness of material risks and opportunities, enabling transparent, accountable, and continuously improving governance. Establish governance systems that reduce artificial ignorance, appropriately constrain rational ignorance, and ensure that decision authority is matched by measurable responsibility for awareness and action. Accountability Hold responsible actors answerable for awareness, decisions, and results. Transparency Make relevant performance information accessible in timely, understandable, and verifiable form. Responsibility Match decision authority with explicit duties to know and act. Evidence Base decisions on documented facts, analysis, and measurable results. Stewardship Protect the interests of stakeholders through prudent, informed, and ethical action. Prudence Anticipate and address risks before they cause avoidable harm. Integrity Disclose relevant truths rather than avoiding inconvenient information. Improvement Continuously refine systems, processes, and decisions in light of evidence and feedback. Awareness Establish continuous detection and reporting systems to ensure that responsible actors maintain situational awareness of material risks, performance outcomes, and emerging conditions. 1 Executive Leadership Requires timely visibility into material risks and performance deviations in order to act responsibly. Leadership Ensure that awareness systems are implemented, reviewed, and acted upon. Performer Risk Management Office Maintains risk detection and reporting processes. Risk Management Monitor material risks and elevate actionable findings. Performer Internal Audit Independently assesses whether awareness systems are functioning as intended. Audit Review monitoring coverage, data quality, and detection performance. Performer The Public Benefits when material risks are detected and addressed before causing preventable harm. Public Interest Benefit from more timely detection and response to material risks. Beneficiary This goal addresses the declining legitimacy of ignorance claims as AI reduces the cost of discovery, monitoring, and analysis. Visibility Implement automated monitoring and reporting mechanisms that identify material risks and performance deviations in time for responsible actors to act. 1.1 Executive Leadership Must act on risk information once it becomes available. Decision Authority Review material findings and direct corrective action. Performer Risk Management Office Operates the monitoring and reporting mechanisms required for timely risk discovery. Monitoring Detect material risks and communicate them to responsible actors. Performer Internal Audit Verifies that monitoring systems are credible and complete. Verification Assess whether detection systems cover material risks and function effectively. Performer The Public Benefits from more timely identification of risks and deviations. Public Benefit Receive the benefits of improved awareness and reduced avoidable harm. Beneficiary Application Name: Risk Visibility^^This objective operationalizes the principle that, as the cost of knowing declines, organizations should reduce their tolerance for material risks that remain undetected. 1.1.1 Coverage Percent ... 2026-04-15 2027-04-14 95 Monitor 95 percent of material operational risks by automated detection systems. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which material operational risks are covered by automated monitoring mechanisms. 1.1.2 Latency Hours ... 2026-04-15 2027-04-14 24 Reduce median detection time for material risks to 24 hours or less. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Time elapsed between the emergence of a material risk and its detection by monitoring systems. 1.1.3 Frequency Incidents per year ... 2026-04-15 2027-04-14 5 Limit to no more than five material incidents per year that are discovered outside formal monitoring systems. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Residual rate at which material incidents escape formal detection and are discovered through other means. Responsibility Align authority with measurable responsibility for awareness, decision-making, and corrective action. 2 Senior Management Assigns responsibility for awareness and action across the organization. Governance Define accountability for awareness, decisions, and corrective action at each level of authority. Performer Human Resources Supports the documentation and communication of role-based responsibilities. Workforce Alignment Incorporate awareness obligations into position descriptions, onboarding, and periodic review processes. Performer Employees Carry out assigned awareness and response duties within their respective scopes of authority. Execution Fulfill documented duties to know, report, and act on material information. Performer Regulators Benefit from clearer evidence that authority and responsibility have been aligned appropriately. Regulatory Assurance Review whether responsibility for awareness and response has been assigned and followed. Beneficiary The Public Benefits when responsibility for awareness is explicit rather than diffused or avoided. Public Interest Receive the benefits of clearer accountability and more responsible decisions. Beneficiary This goal addresses the principle that responsibility scales with capability and that the acceptable scope of ignorance contracts as decision authority increases. Assignment Define and document responsibility for awareness and response at each level of decision authority. 2.1 Senior Management Must ensure that critical decision roles include explicit awareness obligations. Authority Allocation Assign and approve duties to know and act for critical functions and decisions. Performer Human Resources Maintains the organizational records through which awareness duties are formalized. Documentation Embed awareness obligations in role definitions and review cycles. Performer Employees Need clear role definitions so that accountability is fair, actionable, and auditable. Compliance Understand and acknowledge role-based awareness and response obligations. Performer Regulators Benefit from traceable links between authority, responsibility, and action. Review Assess whether accountability structures are complete and credible. Beneficiary The Public Benefits when major decisions can be traced to responsible actors rather than obscured by institutional ambiguity. Public Benefit Receive the benefits of transparent and attributable decision-making. Beneficiary Application Name: Duty Assignment^^This objective operationalizes the proposition that, if an actor can reasonably know and is responsible for acting, the obligation should be made explicit and measurable. 2.1.1 Coverage Percent ... 2026-04-15 2027-04-14 100 Document explicit awareness responsibilities for 100 percent of critical decision roles. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which critical roles include formally documented duties to know and respond. 2.1.2 Compliance Percent ... 2026-04-15 2027-04-14 98 Ensure that at least 98 percent of responsible actors acknowledge their awareness obligations annually. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Rate at which responsible actors formally acknowledge their assigned duties to know and act. 2.1.3 Traceability Percent ... 2026-04-15 2027-04-14 100 Link 100 percent of major decisions to documented responsible actors. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which major decisions can be traced to named roles with defined awareness obligations. Transparency Ensure that relevant performance information is accessible to stakeholders in timely, understandable, and verifiable form. 3 Information Technology Provides the technical infrastructure required to publish performance information in machine-readable form. Infrastructure Develop and maintain systems that enable reliable storage, retrieval, and dissemination of performance data. Performer Communications Office Ensures that performance information is presented clearly and consistently to stakeholders. Communication Publish performance information and maintain channels through which stakeholders can access and understand results. Performer Oversight Bodies Use disclosed performance information to evaluate compliance, effectiveness, and alignment with mission. Oversight Review published performance data and assess organizational accountability. Beneficiary The Public Benefits when performance information is transparent and accessible without unnecessary barriers. Public Access Access performance information to understand results and hold responsible actors accountable. Beneficiary This goal addresses the governance principle that transparency converts private awareness into shared accountability and reduces the incentives for artificial ignorance. Disclosure Publish machine-readable performance plans and reports that document risks, actions, and outcomes. 3.1 Information Technology Must ensure that performance information systems are interoperable and reliable. System Management Maintain the systems through which performance information is published and accessed. Performer Communications Office Responsible for timely publication of performance information. Publication Release performance reports in formats that are accessible and understandable. Performer Oversight Bodies Require reliable performance information to evaluate organizational effectiveness. Evaluation Assess whether performance disclosures are complete, timely, and credible. Beneficiary The Public Benefits from transparent reporting that enables informed participation and accountability. Public Benefit Use published information to understand organizational performance and outcomes. Beneficiary Application Name: Performance Disclosure^^This objective operationalizes the proposition that information which remains undisclosed cannot support accountability, improvement, or trust. 3.1.1 Timeliness Days ... 2026-04-15 2027-04-14 30 Publish performance reports within 30 days of the end of each reporting period. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Elapsed time between the end of a reporting period and publication of performance information. 3.1.2 Availability Percent ... 2026-04-15 2027-04-14 100 Provide 100 percent of performance reports in machine-readable format. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which performance information is published in structured, machine-readable formats such as StratML. 3.1.3 Accessibility Percent ... 2026-04-15 2027-04-14 95 Enable at least 95 percent of stakeholders to access performance information without technical or administrative barriers. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which stakeholders can locate, retrieve, and use published performance information. Evaluation Assess decisions and actions against measurable standards to determine effectiveness and alignment with mission and stakeholder needs. 4 Decision-Making Bodies Make strategic and operational decisions that require periodic evaluation against evidence and results. Decision Governance Review evidence, assess performance outcomes, and adjust decisions as necessary. Performer Evaluation Office Conducts independent assessment of decisions and outcomes. Performance Assessment Analyze evidence and determine whether decisions achieved intended results. Performer Oversight Authority Requires credible evaluation of decisions to maintain accountability and public trust. Accountability Review Examine evaluation findings and ensure corrective actions are taken when needed. Beneficiary The Public Benefits when decisions are evaluated objectively and adjusted based on evidence. Public Confidence Receive the benefits of more reliable and accountable decision-making. Beneficiary This goal addresses the governance principle that authority implies responsibility not only to decide but also to evaluate outcomes and learn from results. Decision Quality Evaluate major decisions using documented evidence and measurable performance criteria. 4.1 Decision-Making Bodies Must ensure that decisions are supported by credible evidence. Decision Review Document evidence supporting major decisions and review outcomes against expectations. Performer Evaluation Office Maintains evaluation frameworks and conducts performance analysis. Performance Analysis Assess decision outcomes and identify lessons learned. Performer Oversight Authority Requires reliable evaluation to determine whether decisions were justified and effective. Oversight Review Review evaluation findings and require corrective action when outcomes fall short. Beneficiary The Public Benefits when decisions are evaluated objectively rather than justified after the fact. Public Assurance Receive the benefits of decisions grounded in evidence and continuous improvement. Beneficiary Application Name: Decision Quality^^This objective operationalizes the proposition that decisions should be judged by results and evidence rather than intentions or narratives. 4.1.1 Evidence Utilization Percent ... 2026-04-15 2027-04-14 95 Support at least 95 percent of major decisions with documented evidence. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which major decisions are supported by documented evidence at the time they are made. 4.1.2 Outcome Alignment Percent ... 2026-04-15 2027-04-14 90 Achieve intended outcomes for at least 90 percent of major decisions. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which decision outcomes match stated objectives. 4.1.3 Review Rate Percent ... 2026-04-15 2027-04-14 100 Conduct post-decision reviews for 100 percent of major decisions within 12 months. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which major decisions are systematically reviewed after implementation. Improvement Continuously refine policies, processes, and systems based on performance evidence and stakeholder feedback. 5 Operations Management Directs implementation of corrective actions and operational improvements. Operations Initiate and oversee corrective actions when risks or performance deviations are identified. Performer Quality Assurance Ensures that corrective actions address root causes and produce lasting improvement. Quality Control Verify that improvements are implemented effectively and sustained over time. Performer Oversight Authority Requires evidence that deficiencies are corrected and improvements maintained. Oversight Review corrective action performance and require further action when results are insufficient. Beneficiary The Public Benefits when organizations learn from evidence and improve performance over time. Public Benefit Receive safer, more reliable, and more effective services. Beneficiary This goal addresses the governance principle that awareness and evaluation create obligations to act, and that failure to improve in light of evidence constitutes institutional negligence rather than unavoidable error. Correction Implement timely corrective actions when performance deviations or risks are identified. 5.1 Operations Management Responsible for initiating corrective actions once risks or deficiencies are identified. Corrective Action Authorize and implement remediation measures to address identified problems. Performer Quality Assurance Responsible for validating the effectiveness of corrective actions. Verification Confirm that corrective actions resolve root causes and prevent recurrence. Performer Oversight Authority Requires credible evidence that deficiencies are corrected promptly. Accountability Review Evaluate corrective action timeliness and effectiveness. Beneficiary The Public Benefits when identified problems are corrected quickly and reliably. Public Assurance Receive the benefits of improved safety, reliability, and performance. Beneficiary Application Name: Corrective Action^^This objective operationalizes the proposition that awareness without action perpetuates artificial ignorance. 5.1.1 Timeliness Days ... 2026-04-15 2027-04-14 7 Initiate corrective actions within seven days of identifying a material risk or performance deviation. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Elapsed time between risk identification and initiation of corrective action. 5.1.2 Recurrence Percent ... 2026-04-15 2027-04-14 5 Limit recurrence of previously identified risks to no more than five percent. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Rate at which previously corrected risks reappear. 5.1.3 Implementation Percent ... 2026-04-15 2027-04-14 90 Implement at least 90 percent of approved improvements within scheduled timeframes. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which approved improvements are executed as planned. Standards Institutionalize the use of open, machine-readable standards to ensure that awareness, responsibility, transparency, evaluation, and improvement remain interoperable, auditable, and sustainable across organizations and over time. 6 Standards Development Organizations Maintain and evolve open standards that enable structured, interoperable performance information. Standards Stewardship Develop, publish, and maintain consensus-based standards for performance planning and reporting. Performer Information Technology Implements standards-compliant systems for data exchange and reporting. System Implementation Deploy and maintain systems that conform to open standards for machine-readable information. Performer Oversight Authorities Require standardized reporting formats to evaluate performance consistently across organizations. Compliance Review Verify adherence to standards and assess the completeness and reliability of reported information. Beneficiary The Public Benefits when performance information is comparable, accessible, and reusable across institutions. Public Utility Use standardized information to understand performance and hold institutions accountable. Beneficiary This goal addresses the governance principle that accountability depends on interoperability and that open standards prevent fragmentation and the re-emergence of artificial ignorance through incompatible systems. Conformance Adopt and maintain compliance with open, machine-readable standards for performance planning and reporting. 6.1 Standards Development Organizations Provide authoritative specifications that organizations can implement consistently. Specification Publish and maintain standards defining structure, semantics, and interoperability requirements. Performer Information Technology Ensures that systems produce outputs consistent with established standards. System Compliance Configure systems to generate and validate standards-compliant performance reports. Performer Oversight Authorities Require evidence that reporting systems comply with established standards. Verification Review system outputs to confirm adherence to standards. Beneficiary The Public Benefits from consistent and comparable performance information. Public Confidence Receive reliable and interoperable information across institutions. Beneficiary Application Name: Standards Conformance^^This objective operationalizes the proposition that transparency and accountability depend on structured, interoperable information rather than narrative reporting alone. 6.1.1 Conformance Percent ... 2026-04-15 2027-04-14 100 Produce 100 percent of performance plans and reports in compliance with applicable open standards. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which published performance information conforms to recognized standards such as StratML. 6.1.2 Validation Percent ... 2026-04-15 2027-04-14 100 Validate 100 percent of performance reports against applicable schemas prior to publication. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which performance reports pass schema validation checks before release. 6.1.3 Interoperability Percent ... 2026-04-15 2027-04-14 95 Enable at least 95 percent of performance information exchanges to occur without manual reformatting or translation. 2026-04-15 2027-04-14 Baseline to be determined at implementation. Extent to which standardized information can be exchanged and reused automatically across systems. 2026-04-15 2027-04-14 2026-04-15 https://stratml.us/docs/D2KG.xml Owen Ambur Owen.Ambur@verizon.net