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Format All formats White papers Newsletter articles Articles Posts
Topic All topics AI governance Standards & assurance AI & security Professional practice Leadership Competence
Year All years 2026 2025 2024 2023 2022
The Accountability Layer All 44 published editions, verified on 25 October 2026, newest first. Dates are those of the linked newsletter editions.
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24 Oct 2026 · Newsletter article Michael Hall
Standards & assurance
Reviews the contribution and limits of AI laws, ethics frameworks, standards and assurance, alongside the multilingual worldwide reference paper.
Read on LinkedIn ↗ 18 Oct 2026 · Newsletter article Michael Hall
AI governance
Examines autonomous replication, irreversible release decisions and the limits of institutional control once AI capability spreads.
Read on LinkedIn ↗ 18 Oct 2026 · Newsletter article Michael Hall
AI governance
Applies Robert Sapolsky’s contextual approach to behavior to the judgments AI systems make about applicants, workers and learners.
Read on LinkedIn ↗ 18 Oct 2026 · Newsletter article Michael Hall
Standards & assurance
Examines the contribution of ISO/IEC 27090 to AI security and the wider evidence needed for responsible organizational use.
Read on LinkedIn ↗ 14 Oct 2026 · Newsletter article Michael Hall
AI & security
Examines the gap between statements of AI governance intent and enforceable, evidenced controls on consequential deployments.
Read on LinkedIn ↗ Republished newsletter edition; the original company article was published on 9 April 2026.
10 Oct 2026 · Newsletter article Michael Hall
AI governance
Asks what an impact assessment learned that changed a proposed deployment, using workplace and community surveillance examples.
Read on LinkedIn ↗ 10 Oct 2026 · Newsletter article Michael Hall
AI governance
Introduces ethical questions about necessity, proportionality, dignity, oversight and the effects of AI on affected people.
Read on LinkedIn ↗ 10 Oct 2026 · Newsletter article Michael Hall
Competence
Examines how assumptions embedded in AI-generated software can turn training records into unsupported claims of competence.
Read on LinkedIn ↗ 5 Oct 2026 · Newsletter article Michael Hall
Leadership
Explores how expected savings and business incentives can weaken oversight when investment and risk decisions are considered separately.
Read on LinkedIn ↗ 2 Oct 2026 · Newsletter article Michael Hall
Competence
Defines AI competence in relation to industry, application, operating conditions and assigned responsibility.
Read on LinkedIn ↗ 30 Sep 2026 · Newsletter article Michael Hall
AI governance
Examines the limits of governing models and infrastructure without accounting for institutional consequences and named human responsibility.
Read on LinkedIn ↗ Republished newsletter edition; the original company article was published on 19 May 2026.
27 Sep 2026 · Newsletter article Michael Hall
Competence
Connects assigned AI responsibilities with defined readiness, role-specific competence and evidence of practical capability.
Read on LinkedIn ↗ 17 Sep 2026 · Newsletter article Michael Hall
Standards & assurance
Examines the records an organization needs to explain decisions, controls and responses when AI-related consequences arise.
Read on LinkedIn ↗ 17 Sep 2026 · Newsletter article Michael Hall
Leadership
Traces how design, training, deployment and configuration decisions create exposure across an AI delivery chain.
Read on LinkedIn ↗ 17 Sep 2026 · Newsletter article Michael Hall
Leadership
Examines how one AI incident can produce criminal, civil, regulatory, contractual, insurance, market and operational consequences.
Read on LinkedIn ↗ 17 Sep 2026 · Newsletter article Michael Hall
Leadership
Introduces a series on how decisions about AI create exposure before new legislation becomes applicable.
Read on LinkedIn ↗ 9 Sep 2026 · Newsletter article Michael Hall
Competence
Examines why inventories, named owners and literacy training need to be supported by evidence of competence for actual responsibilities.
Read on LinkedIn ↗ 7 Sep 2026 · Newsletter article Michael Hall
Competence
Explores how AI changes the capability attached to roles before its effects appear in formal organizational structures.
Read on LinkedIn ↗ 7 Sep 2026 · Newsletter article Michael Hall
Competence
Introduces the competence series by examining changes in work that precede visible organizational restructuring.
Read on LinkedIn ↗ 2 Sep 2026 · Newsletter article Michael Hall
AI governance
Argues for examining consequential encounters between people, institutions and AI systems as a distinct object of governance.
Read on LinkedIn ↗ Republished newsletter edition; the original company article was published on 11 May 2026.
27 Aug 2026 · Newsletter article Michael Hall
AI governance
Explores how portable agent authority across organizations can become separated from the evidence and assumptions supporting reliance on it.
Read on LinkedIn ↗ 27 Aug 2026 · Newsletter article Michael Hall
AI & security
Examines continuing authorization, changing assumptions and enterprise responsibilities through the OpenAI and Hugging Face incident.
Read on LinkedIn ↗ 23 Aug 2026 · Newsletter article Michael Hall
AI governance
Examines the information, time, authority and independence required for meaningful human review of AI-assisted decisions.
Read on LinkedIn ↗ 23 Aug 2026 · Newsletter article Michael Hall
Standards & assurance
Explains what repeated clean test runs can establish, their statistical limits and the conditions under which findings apply.
Read on LinkedIn ↗ 23 Aug 2026 · Newsletter article Michael Hall
Standards & assurance
Examines what a single AI output can support as evidence and how variability affects claims about reliability.
Read on LinkedIn ↗ 11 Aug 2026 · Newsletter article Michael Hall
AI governance
Examines harmful outcomes that arise while an AI system follows an approved objective and breaks no explicit rule.
Read on LinkedIn ↗ 9 Aug 2026 · Newsletter article Michael Hall
AI governance
Develops a practitioner view of the relationships among models, agents, use cases, obligations, ownership and evidence.
Read on LinkedIn ↗ 9 Aug 2026 · Newsletter article Michael Hall
AI governance
Compares ways to classify AI and examines the relationships a governance model must retain beyond a simple inventory.
Read on LinkedIn ↗ 3 Aug 2026 · Newsletter article Michael Hall
AI governance
Examines the prior decisions about identity, authorization and revocation needed to make a stop instruction operational.
Read on LinkedIn ↗ 3 Aug 2026 · Newsletter article Michael Hall
AI governance
Explores the institutional and technical capacity needed to restrict AI activity before attempts to pace capability can be effective.
Read on LinkedIn ↗ 31 Jul 2026 · Newsletter article Michael Hall
Standards & assurance
Examines what delayed obligations and the development of compliance infrastructure reveal about organizational readiness.
Read on LinkedIn ↗ 31 Jul 2026 · Newsletter article Michael Hall
AI & security
Compares failures of technical containment with the absence of authorization for actions affecting external organizations.
Read on LinkedIn ↗ 30 Jul 2026 · Newsletter article Michael Hall
Standards & assurance
Examines the limits of treating a system’s explanation of itself as independent evidence of its behavior.
Read on LinkedIn ↗ 27 Jul 2026 · Newsletter article Michael Hall
AI & security
Questions what AI security infrastructure needs to observe and carry to support assurance across organizational boundaries.
Read on LinkedIn ↗ 27 Jul 2026 · Newsletter article Michael Hall
Standards & assurance
Explores infrastructure for preserving governance meaning and evidence when information crosses framework boundaries.
Read on LinkedIn ↗ 27 Jul 2026 · Newsletter article Michael Hall
Standards & assurance
Uses the railway break-of-gauge analogy to examine information lost when AI risks are reclassified across frameworks.
Read on LinkedIn ↗ 23 Jul 2026 · Newsletter article Michael Hall
Standards & assurance
Examines how one management architecture can support distinct conformity claims while retaining their separate criteria and evidence.
Read on LinkedIn ↗ 23 Jul 2026 · Newsletter article Michael Hall
AI governance
Examines latent coordination among AI agents and the resulting limits of human-readable oversight and forensic evidence.
Read on LinkedIn ↗ Republished newsletter edition; the original standalone article was published on 13 July 2026.
23 Jul 2026 · Newsletter article Michael Hall
AI governance
Explores oversight when AI agents coordinate through representations that are not expressed in ordinary language.
Read on LinkedIn ↗ Republished newsletter edition; the original standalone article was published on 10 July 2026.
22 Jul 2026 · Newsletter article Michael Hall
Standards & assurance
Examines AIUC-1 through the relationship among assurance, certification and the underwriting of AI risk.
Read on LinkedIn ↗ 22 Jul 2026 · Newsletter article Michael Hall
AI governance
Explores the detection, exception-handling and accountability functions lost when operations become AI-only.
Read on LinkedIn ↗ Republished newsletter edition; the original company article was published on 27 May 2026.
22 Jul 2026 · Newsletter article Michael Hall
Standards & assurance
Examines control and assurance at the level of an executing AI instance and its changing operating conditions.
Read on LinkedIn ↗ 22 Jul 2026 · Newsletter article Michael Hall
AI & security
Distinguishes an authorized objective from the unauthorized means an agent may select while pursuing it.
Read on LinkedIn ↗ 17 Jul 2026 · Newsletter article Michael Hall
AI governance
Examines accountability and evidence when autonomous AI systems are themselves overseen by agents.
Read on LinkedIn ↗ Earlier company newsletter archive Original company editions from 2022–2026. Some were subsequently republished in The Accountability Layer; the original dates and links remain available here.
27 May 2026 · Newsletter article Monforte
AI governance
Examines how removing human oversight changes failure detection, exception handling, and accountability in AI operations.
Read on LinkedIn ↗ 19 May 2026 · Newsletter article Monforte
AI governance
Questions whether system-level governance adequately addresses how institutions recognize and classify people.
Read on LinkedIn ↗ 11 May 2026 · Newsletter article Monforte
AI governance
Makes the case for examining the encounter between a person, an institution, and an AI classifier.
Read on LinkedIn ↗ 7 May 2026 · Newsletter article Monforte
AI & security
Examines model provenance, hosting, deployment, and jurisdiction as questions for AI governance.
Read on LinkedIn ↗ 4 May 2026 · Newsletter article Monforte
AI governance
Introduces the Agentic Inflection Point and Control Bandwidth as ways to examine governance capacity.
Read on LinkedIn ↗ 9 Apr 2026 · Newsletter article Monforte
AI & security
Considers the gap between AI policy and enforceable controls as model capabilities advance.
Read on LinkedIn ↗ 9 Oct 2025 · Newsletter article Monforte
Leadership
Explores the responsibilities of boards and executives as autonomous systems take on organizational decisions.
Read on LinkedIn ↗ 5 Oct 2025 · Newsletter article Monforte
Leadership
Argues for cross-functional oversight of AI risk at board and executive level.
Read on LinkedIn ↗ 20 Sep 2025 · Newsletter article Monforte
Leadership
Introduces a leadership series on governing AI and connecting oversight to organizational strategy.
Read on LinkedIn ↗ 19 Dec 2024 · Newsletter article Monforte
Professional practice
Looks at AI applications in construction hazard detection and workplace safety.
Read on LinkedIn ↗ 19 Dec 2024 · Newsletter article Monforte
Professional practice
Explores AI applications in disaster prediction, preparedness, resource allocation, and response.
Read on LinkedIn ↗ 26 Aug 2024 · Newsletter article Monforte
Standards & assurance
Examines how related ISO standards can support a coordinated approach to AI management.
Read on LinkedIn ↗ 26 Aug 2024 · Newsletter article Monforte
Standards & assurance
Explores the relationship between AI terminology, impact assessment, and management-system practice.
Read on LinkedIn ↗ 26 Aug 2024 · Newsletter article Monforte
Standards & assurance
Examines the scope and limitations of ISO 42001 as an approach to AI management.
Read on LinkedIn ↗ 29 May 2024 · Newsletter article Monforte
Standards & assurance
Connects AI risk management and threat intelligence with an AI management system.
Read on LinkedIn ↗ 29 May 2024 · Newsletter article Monforte
Standards & assurance
Discusses questions for internal auditors examining the use of AI in healthcare.
Read on LinkedIn ↗ 29 May 2024 · Newsletter article Monforte
Standards & assurance
Explores connections between AI management and information-security management systems.
Read on LinkedIn ↗ 5 Apr 2024 · Newsletter article Monforte
Professional practice
Considers the role of ISO standards in industries adopting AI.
Read on LinkedIn ↗ 4 Feb 2024 · Newsletter article Monforte
Professional practice
Examines why casino risk frameworks need to account for differences between jurisdictions.
Read on LinkedIn ↗ 29 Jan 2024 · Newsletter article Monforte
AI & security
Explores data lakes and AI in data protection, storage, and threat detection.
Read on LinkedIn ↗ 21 Jan 2024 · Newsletter article Monforte
AI & security
Examines data poisoning risks in language models and image generators.
Read on LinkedIn ↗ 15 Jan 2024 · Newsletter article Monforte
Leadership
Considers how AI may change the CISO role and the relationship between automation and human leadership.
Read on LinkedIn ↗ 14 Jan 2024 · Newsletter article Monforte
Standards & assurance
Explores shared documentation, processes, and risk management across ISO 27001 and ISO 42001.
Read on LinkedIn ↗ 12 Jan 2024 · Newsletter article Monforte
AI & security
Discusses safeguards against false or unsupported outputs from enterprise AI systems.
Read on LinkedIn ↗ 10 Jan 2024 · Newsletter article Monforte
AI governance
Examines how governance frameworks can respond to changing AI capabilities and risks.
Read on LinkedIn ↗ 10 Jan 2024 · Newsletter article Monforte
AI governance
A January 2024 commentary on OpenAI’s approach to European privacy responsibilities.
Read on LinkedIn ↗ 29 Dec 2023 · Newsletter article Monforte
AI & security
Discusses detection, training, and other approaches to AI-related cybersecurity risks.
Read on LinkedIn ↗ 28 Dec 2023 · Newsletter article Monforte
AI & security
Explores collaboration between AI developers and cybersecurity specialists.
Read on LinkedIn ↗ 26 Dec 2023 · Newsletter article Monforte
AI & security
A 2023 perspective on generative AI, phishing, and evolving cybersecurity risks.
Read on LinkedIn ↗ 20 Dec 2023 · Newsletter article Monforte
Standards & assurance
A December 2023 reflection on the arrival of ISO/IEC 42001 and its management-system approach.
Read on LinkedIn ↗ 18 Dec 2023 · Newsletter article Monforte
Standards & assurance
A December 2023 article discussing the final AI management-system standard.
Read on LinkedIn ↗ 27 Nov 2023 · Newsletter article Monforte
Standards & assurance
Explores the use of ISO/IEC standards to address information risks in generative AI.
Read on LinkedIn ↗ 26 Nov 2023 · Newsletter article Monforte
Standards & assurance
An introduction to the role of ISO 42001 in AI management.
Read on LinkedIn ↗ 20 Nov 2023 · Newsletter article Monforte
AI governance
Makes the case for shared governance frameworks for responsible AI use.
Read on LinkedIn ↗ 3 May 2023 · Newsletter article Monforte
Standards & assurance
A May 2023 preview of the then-forthcoming AI management-system standard.
Read on LinkedIn ↗ 1 May 2023 · Newsletter article Monforte
Professional practice
An archival guide to using Koru for organizational security and regulatory obligations.
Read on LinkedIn ↗ 20 Jun 2022 · Newsletter article Monforte
Professional practice
A June 2022 announcement concerning Monforte Security and Koru Compliance.
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