Blameless case review for AI failures: Trigger → Mechanism → Clinical Pathway → Corrective Action; evidence preservation + corrective-action tracking; complements monitoring and incident reporting because neither explains how risk emerges across AI + human + workflow + controls
Zvi Mowshowitz on HuggingFace Attack Postmortem: Civilizations, Reactions and Next Actions. Matters for organizations tracking AI policy, risk, and accountability.
Ben Thompson on Fable 5.1, Enterprise Frontier Safeguards. Matters for organizations tracking AI policy, risk, and accountability.
Michelle Kim on How AI plotted an interstellar journey to Alpha Centauri. Matters for researchers and practitioners following empirical AI results.
The engineering layer supplies the mechanisms.
The most formal statement is The Veto Variable (2609.00109).
When the Demo Ends. Agentic AI has been "one of education's most talked-about technologies" - but relatively few institutions run it in day-to-day operations.
The Veto Question - when the human says stop, what makes it real?
Six-month production deployment in a live tumor board: 91% top-10 retrieval, screening time cut 55.0%, patient trial access expanded 90.9%; structured inspectable explanations keep expert judgment in the loop
Assistant brand recommendations raise same-name search +4.3pp and site visits +2.4pp for unengaged users; invisible to standard attribution; incidental mentions move little - being the deliberate answer is the effect
arXiv on Spawn Freely, Act Sparingly: Progressive Risk Vesting for Recursive LLM-Agent Trees. Directly relevant to teams building agentic and automated workflows.
Classic learning theories predate generative machines; learning is now iterative co-construction - epistemic partnership, distributed agency, generative literacy, adaptive metacognition
The soft face of the veto is contingency. "AI Should Not Only Be Helpful.
Education's divide is autonomy, not value: MATC stays guarded with faculty-controlled agents and a human at the end of $150M reporting; Johnston CC runs 12 enrollment agents to scale beyond hiring; Peninsula SD rolls agents out to every staffer.