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0.72 https://michaelhbm.com/AiChangeDesk/topics/validation 2026-09-07 weekly 0.72 https://michaelhbm.com/AiChangeDesk/topics/ecosystem 2026-09-07 weekly 0.72 https://michaelhbm.com/AiChangeDesk/about 2026-09-04 yearly 0.5 https://michaelhbm.com/AiChangeDesk/articles/why-ai-change-desk 2026-09-04 yearly 0.5 https://michaelhbm.com/AiChangeDesk/episodes/ep044-who-owns-the-ai-audit-trail 2026-09-07 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep043-was-the-safeguard-actually-running EP043: Was the Safeguard Actually Running? https://michaelhbm.com/images/ai-change-desk/ep043-was-the-safeguard-actually-running.webp A documented safeguard is not a runtime control until the organization can prove it covered the risky run. https://www.youtube-nocookie.com/embed/oHtJ2ml0OEQ 1095 2026-09-03T19:40:56-07:00 yes Michael Hanna-Butros Meyering 2026-09-04 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep042-where-does-zero-retention-end EP042: Where Does Zero Retention End? https://michaelhbm.com/images/ai-change-desk/ep042-where-does-zero-retention-end.webp OpenAI's Private Safety Processing preview raises a practical privacy question: when a provider makes a precise Zero Data Retention commitment, can your organization prove the rest of the data path? EP042 introduces a six-part retention-boundary receipt and a 45-minute synthetic test. https://www.youtube-nocookie.com/embed/U6laNoYCu1k 1576 2026-08-26T16:34:49-07:00 yes Michael Hanna-Butros Meyering 2026-08-26 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep041-what-did-the-ai-see EP041: What Did the AI See? https://michaelhbm.com/images/ai-change-desk/ep041-what-did-the-ai-see.webp OpenAI Computer History and Google Meet's in-person notes turn AI context into an operating question: what was the system allowed to notice, where did the artifacts go, and what were people told? https://www.youtube-nocookie.com/embed/OTP9TE1N9jo 1415 2026-08-19T07:18:33-07:00 yes Michael Hanna-Butros Meyering 2026-08-19 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep040-when-a-prompt-becomes-a-file EP040: When a Prompt Becomes a File https://michaelhbm.com/images/ai-change-desk/ep040-when-a-prompt-becomes-a-file.webp A familiar AI interface can change the control object without changing the user intent. Build a receipt for the resulting object, context, controls, lifecycle, and communication. https://www.youtube-nocookie.com/embed/zzUKH5HJbbw 1274 2026-08-10T16:13:17-07:00 yes Michael Hanna-Butros Meyering 2026-08-10 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep039-whose-account-did-the-agent-use EP039: Whose Account Did the Agent Use? https://michaelhbm.com/images/ai-change-desk/ep039-whose-account-did-the-agent-use.webp A privacy-forward delegated-identity check for proving whose credential and authority moved data through a connected AI workflow. https://www.youtube-nocookie.com/embed/zGGuhyBASEY 1176 2026-08-03T23:59:01-07:00 yes Michael Hanna-Butros Meyering 2026-08-04 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep038-the-receipt-is-the-trajectory EP038: The Receipt Is the Trajectory https://michaelhbm.com/images/ai-change-desk/ep038-the-receipt-is-the-trajectory.webp OpenAI and Hugging Face evaluation signals become a practical trajectory-receipt check: what changed, what evidence remains, and who owns the next decision. https://www.youtube-nocookie.com/embed/UtFGOgkj2K8 1382 2026-07-28T05:00:33-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep037-work-agent-receipt-check EP037: Work Agent Receipt Check https://michaelhbm.com/images/ai-change-desk/ep037-work-agent-receipt-check.webp When an AI agent says the work is finished, what receipt proves the right outcome was delivered at an acceptable total cost, under approved access, evidence, and review conditions? https://www.youtube-nocookie.com/embed/cZI1vW2_lOI 1194 2026-07-21T12:00:10-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep036-preview-before-power-mode 2026-08-05 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep034-patch-before-prod 2026-08-05 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep033-agent-runtime-budget-check EP033: Agent Runtime Budget Check https://michaelhbm.com/images/ai-change-desk/ep033-agent-runtime-budget-check.webp Microsoft Copilot Cowork and Work IQ make agent work a runtime budget question, while Anthropic access changes reinforce fallback planning before workflows depend on one model surface. https://www.youtube-nocookie.com/embed/lh9CTsVSTvs 567 2026-06-17T15:00:08-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep032-memory-summary-exit-check EP032: Memory Summary Exit Check https://michaelhbm.com/images/ai-change-desk/ep032-memory-summary-exit-check.webp A practical check for proving what was corrected, deleted, suppressed, or still able to reappear when AI memory becomes a synthesized control surface. https://www.youtube-nocookie.com/embed/T50byQPIHYo 1239 2026-06-15T16:24:20-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep031-memory-control-plane-check 2026-08-05 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep030-always-on-agent-control-check EP030: Always-On Agent Control Check https://michaelhbm.com/images/ai-change-desk/ep030-always-on-agent-control-check.webp Microsoft and OpenAI moved agent work closer to persistent identity, internal apps, and publishable work surfaces. The operator question is who owns the standing permission before an agent keeps acting in the background. https://www.youtube-nocookie.com/embed/27pmtdtI4Hc 614 2026-06-03T14:08:32-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep029-agent-reliability-evidence-check EP029: Agent Reliability Evidence Check https://michaelhbm.com/images/ai-change-desk/ep029-agent-reliability-evidence-check.webp Agentic systems are getting longer leashes. This episode gives operators a five-receipt evidence check for deciding when agent workflows are reliable enough to scale. https://www.youtube-nocookie.com/embed/bp3NXaISd1Y 1622 2026-06-01T16:16:40-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep027-no-new-delta-verification-discipline-check EP027: No-New-Delta Verification Discipline Check https://michaelhbm.com/images/ai-change-desk/ep027-no-new-delta-verification-discipline-check.webp A Memorial Day release on no-new-delta verification discipline: how to report unchanged official evidence without inventing novelty, and why quiet source days still need a clean operating check. https://www.youtube-nocookie.com/embed/oZmJEUpzpz8 1755 2026-05-25T11:13:09-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep026-agent-toolchain-ownership-check EP026: Agent Toolchain Ownership Check https://michaelhbm.com/images/ai-change-desk/ep026-agent-toolchain-ownership-check.webp Agent announcements are becoming toolchain ownership problems: connectors, managed agents, SDKs, mobile approvals, evidence, fallback, and off switches. https://www.youtube-nocookie.com/embed/OuVIN5ZlLPo 915 2026-05-20T10:05:44-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep025-away-mode-control-check EP025: Away-Mode Control Check https://michaelhbm.com/images/ai-change-desk/ep025-away-mode-control-check.webp AI work is following operators across phones, browsers, devices, sensitive connectors, and deployment programs. This episode turns that surface expansion into an away-mode control check: what can move while the owner is away, what must wait, what creates evidence, and who can stop it. https://www.youtube-nocookie.com/embed/WthhHEcXoYg 1316 2026-05-18T11:50:22-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep024-delegation-quality-check EP024: Delegation Quality Check https://michaelhbm.com/images/ai-change-desk/ep024-delegation-quality-check.webp Agents are moving from answering questions to taking assignments, so the operating control is delegation quality: handoff, evidence, review, and fallback. https://www.youtube-nocookie.com/embed/4nVzkKg0Q0c 867 2026-05-06T05:00:00-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep023-trust-boundary-check EP023: Trust Boundary Check https://michaelhbm.com/images/ai-change-desk/ep023-trust-boundary-check.webp Advanced Account Security, OpenAI on Amazon Bedrock, FedRAMP availability, partnership changes, and the May 8 macOS remediation deadline all point to one Monday operating question: when AI becomes infrastructure, who owns the trust boundary across identity, cloud channel, compliance scope, and endpoint evidence? https://www.youtube-nocookie.com/embed/Y2MGYZZHdA4 1417 2026-05-05T08:44:14-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep022-access-lifecycle-check 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep021-model-routing-check EP021: Model Routing Check https://michaelhbm.com/images/ai-change-desk/ep021-model-routing-check.webp GPT-5.5 rollout, Anthropic-Amazon compute expansion, the May 8 OpenAI remediation deadline, and NIST AI RMF critical-infrastructure mapping all point to the same operator question: when model access changes mid-week, do routing, fallback, patch, and evidence controls still hold? https://www.youtube-nocookie.com/embed/1wTFI8ez0TA 1643 2026-04-27T12:23:54-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep020-visual-workflow-control-check EP020: Visual Workflow Control Check https://michaelhbm.com/images/ai-change-desk/ep020-visual-workflow-control-check.webp OpenAI's ChatGPT Images 2.0 and Anthropic's Claude Design point to the same operating shift: visual work now needs source, brand, accessibility, approval, export, and rollback controls before it becomes public. https://www.youtube-nocookie.com/embed/LCfqzr28AVU 746 2026-04-22T12:01:35-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep019-release-gate-check EP019: Release Gate Check https://michaelhbm.com/images/ai-change-desk/ep019-release-gate-check.webp Stronger AI models, cyber-capable tools, endpoint trust, and AI-cloud capacity all need one release gate before teams scale autonomous workflows. https://www.youtube-nocookie.com/embed/VAfmTcW8yWo 1720 2026-04-20T09:13:52-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/brief-2026-04-15-ai-brief EP018: Governance and Membership Signal Check https://michaelhbm.com/images/ai-change-desk/brief-2026-04-15-ai-brief.webp This week's practical AI edge is pairing model-governance drift checks with direct audience-revenue signals so editorial choices, spend, and monetization experiments stay inside one weekly operator loop. https://www.youtube-nocookie.com/embed/bYj4UHYEonY 603 2026-04-15T12:00:00-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep017-merchant-control-check EP017: Merchant Control Check https://michaelhbm.com/images/ai-change-desk/ep017-merchant-control-check.webp AI shopping is no longer just a discovery surface. OpenAI, Shopify, and Google are now shaping product data, personalization, checkout, and attribution in different ways, so merchants need control before the dashboard starts telling flattering lies. https://www.youtube-nocookie.com/embed/o0-8h25-4S8 1545 2026-04-13T05:00:00-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep016-national-capacity-check EP016: National Capacity Check https://michaelhbm.com/images/ai-change-desk/ep016-national-capacity-check.webp This week stopped being about isolated feature launches. Anthropic's compute expansion, Project Glasswing, and Microsoft's nation-scale AI commitments in Japan and Singapore show that capacity, defense, and skills are now moving together. https://www.youtube-nocookie.com/embed/X4ubU-r5shc 531 2026-04-09T05:00:00-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep015-retained-artifact-check EP015: Retained Artifact Check https://michaelhbm.com/images/ai-change-desk/ep015-retained-artifact-check.webp ChatGPT file persistence, post-cutoff model verification, open-model optionality, and live cost + safety ownership all point to the same reality: AI artifacts now outlive the chat, so retention and accountability have to keep up. https://www.youtube-nocookie.com/embed/_Qg9xwG9FWI 1624 2026-04-07T16:12:57-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep014-commerce-surface-check EP014: Commerce Surface Check https://michaelhbm.com/images/ai-change-desk/ep014-commerce-surface-check.webp OpenAI and merchants are turning ChatGPT into a product-discovery surface, and operators need to decide what to measure before they mistake visibility for conversion. https://www.youtube-nocookie.com/embed/4COdg0zJt_I 703 2026-04-01T05:00:00-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep013-runtime-cost-check EP013: Career Infrastructure Check https://michaelhbm.com/images/ai-change-desk/ep013-runtime-cost-check.webp AI is becoming career infrastructure before most schools, employers, and training systems know how to teach it, measure it, or distribute its benefits evenly. https://www.youtube-nocookie.com/embed/lrgo7EVqFQA 1381 2026-03-31T05:00:00-07:00 yes Michael Hanna-Butros Meyering 2026-08-05 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep012-work-visibility-check EP012: Work Visibility Check https://michaelhbm.com/images/ai-change-desk/ep012-work-visibility-check.webp AI is moving from chat to live work surfaces, and leaders are starting to get the visibility layer that tells them where adoption is real and where it is mostly theater. https://www.youtube-nocookie.com/embed/0WP2686aVo0 462 2026-03-25T04:59:59-07:00 yes Michael Hanna-Butros Meyering 2026-08-05 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep011-control-surface-check EP011: Control Surface Check https://michaelhbm.com/images/ai-change-desk/ep011-control-surface-check.webp AI is disappearing into the normal work surface. Google Workspace, Anthropic fluency research, and OpenAI GPT-5.4 together show why operators now need clearer friction points, stronger challenge habits, and workflow-specific model choices. https://www.youtube-nocookie.com/embed/vi0_pkHMWyQ 1115 2026-03-23T14:40:32-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/brief-2026-03-18-ai-brief EP010: Evaluation and Ownership Check https://michaelhbm.com/images/ai-change-desk/brief-2026-03-18-ai-brief.webp Named ownership before autonomy: handoff control, identity-integrity response, and one weekly execution block. https://www.youtube-nocookie.com/embed/JZtXZZT6WOc 507 2026-03-18T06:19:43-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep009-control-hardening-weekly-ops EP009: Control Hardening Week https://michaelhbm.com/images/ai-change-desk/ep009-control-hardening-weekly-ops.webp Legal signal hardening, deployed-system monitoring evidence, suite-level control assumptions, and continuity fallback actions for operators. https://www.youtube-nocookie.com/embed/3aVPtLgglf4 1332 2026-03-16T09:40:58-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/brief-2026-03-11-ai-brief EP008: Model release control validation https://michaelhbm.com/images/ai-change-desk/brief-2026-03-11-ai-brief.webp OpenAI/Promptfoo and Anthropic/NIST signals translated into plain-language model release control validation operators can run this week. https://www.youtube-nocookie.com/embed/tzDDI5SQByI 627 2026-03-11T20:05:52-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep007-security-workflow-control-contract EP007: Security Workflow Control Contract https://michaelhbm.com/images/ai-change-desk/ep007-security-workflow-control-contract.webp Codex Security, CVD workflow signals, and NIST monitoring guidance translated into an operator-ready security workflow control contract. https://www.youtube-nocookie.com/embed/pCFK_KbcbJo 1505 2026-03-09T10:30:42-07:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/brief-2026-03-04-ai-brief EP006: AI Brief: GPT-5.3 and continuity controls https://michaelhbm.com/images/ai-change-desk/brief-2026-03-04-ai-brief.webp GPT-5.3 release controls and vendor continuity pressure translated into a concrete next-week operator action block. https://www.youtube-nocookie.com/embed/POS4F1rh0iA 281 2026-03-04T05:00:00-08:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep005-access-controls-operators EP005: Run Agents Without Losing Control https://michaelhbm.com/images/ai-change-desk/ep005-access-controls-operators.webp Agent capability is accelerating. This episode turns current model, safety, deployment, and standards signals into access controls operators can execute this week. https://www.youtube-nocookie.com/embed/rsDb4guTM94 1514 2026-03-02T10:02:23-08:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/brief-2026-02-25-ai-brief EP004: AI Brief: what changed this week https://michaelhbm.com/images/ai-change-desk/brief-2026-02-25-ai-brief.webp Distillation attacks and AI agent standards signals translated into weekly operator actions. https://www.youtube-nocookie.com/embed/gecmSH2h_Nk 510 2026-02-25T05:00:06-08:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep003-ai-governance-implementation EP003: AI governance implementation for operators: turning policy into weekly execution https://michaelhbm.com/images/ai-change-desk/ep003-ai-governance-implementation.webp Fresh model, security, deployment, and standards signals translated into an operator-ready weekly governance loop. https://www.youtube-nocookie.com/embed/8EyW6zdnjCw 1500 2026-02-23T12:52:04-08:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep002-ai-policy-basics EP002: AI policy basics for operators https://michaelhbm.com/images/ai-change-desk/ep002-ai-policy-basics.webp This week: model-change governance and AI infrastructure cost signals translated into policy actions you can execute. https://www.youtube-nocookie.com/embed/ZDPu50aX7-E 630 2026-02-18T19:39:55-08:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep001-welcome-to-ai-change-desk EP001: Welcome to AI Change Desk https://michaelhbm.com/images/ai-change-desk/ep001-welcome-to-ai-change-desk.webp Launch episode: who this show is for, the 4D Desk Memo, and a transparent look at how AI Change Desk is produced with AI disclosure. https://www.youtube-nocookie.com/embed/A3M2tQZQHjE 385 2026-02-13T23:06:45-08:00 yes Michael Hanna-Butros Meyering 2026-08-03 monthly 0.65 https://michaelhbm.com/AiChangeDesk/episodes/ep044-who-owns-the-ai-audit-trail/transcript 2026-09-07 yearly 0.45 https://michaelhbm.com/AiChangeDesk/episodes/ep043-was-the-safeguard-actually-running/transcript 2026-09-04 yearly 0.45 https://michaelhbm.com/AiChangeDesk/episodes/ep042-where-does-zero-retention-end/transcript 2026-08-26 yearly 0.45 https://michaelhbm.com/AiChangeDesk/episodes/ep041-what-did-the-ai-see/transcript 2026-08-19 yearly 0.45 https://michaelhbm.com/AiChangeDesk/episodes/ep040-when-a-prompt-becomes-a-file/transcript 2026-08-10 yearly 0.45 https://michaelhbm.com/AiChangeDesk/episodes/ep039-whose-account-did-the-agent-use/transcript 2026-08-04 yearly 0.45 https://michaelhbm.com/AiChangeDesk/episodes/ep038-the-receipt-is-the-trajectory/transcript 2026-08-03 yearly 0.45 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