AI Ethics & Governance for Leaders, Boards & Trustees

GenAI Ethics & Governance for Leaders By Freddie Seba • Also on Substack and LinkedIn. © 2025 Freddie Seba. This issue marks a pivot from leaderboard wins to verifiable obligations. Stanford HAI’s guide turns splashy claims into testable requirements, while UNGA’s new AI Scientific Panel and the EU’s draft serious‑incident template sketch shared guardrails; multicenter…

GenAI Ethics & Governance for Leaders By Freddie Seba — Also on Substack and Linked Reflection Predictive health just took a leap from “promising” to “policy-relevant.” Delphi-2M demonstrates cross-border generalization at the population scale, while an ECG-based perioperative model recalibrates surgical-risk baselines. Both raise the same leadership task: build lifecycle assurance and communication duties before…

GenAI Ethics and Governance for Leaders By Freddie Seba Also published on Substack and LinkedIn Note: All links & citations are at the end of this issue. This Week’s Executive Synthesis (60 seconds) A note to readers: As in recent issues—and in my doctoral dissertation workflow—I map each story to Global & Policy, Institutional &…

GenAI Ethics & Governance for Leaders By Freddie Seba Also published on Substack and freddieseba.com Note: full citations and links are in the first comment. Reflections Capability is outrunning oversight in pockets, and the gaps are specific. In education, students want GenAI guidance, critical engagement, not punishment. In healthcare, a new colonoscopy study suggests that…

By Freddie Seba © 2025 · Also published on LinkedIn, Substack, and freddieseba.com Article Summaries (ordered by governance impact) 1) The unit-economics reset: cheaper tokens can lower the energy footprintA sharp price/performance drop for “nano/mini” models shifts the conversation from how much AI costs to where and how inference runs. Right-sized models, smarter routing, and…

By Freddie Seba © 2025 Also published on LinkedIn, Substack and freddieseba.com Framing the Conversation This week, I’m piloting a new enhanced format at the request of our readers. Each signal is analyzed across three levels: This mirrors the approach I’m applying in my EdD doctoral research in Organization & Leadership at the University of…

GenAI Ethics & Governance for Leaders By Freddie Seba. Also published on Substack and LinkedIn © 2025 Freddie Seba. All rights reserved. Leadership, managers who hire, faculty who teach, clinicians who treat, or financial services managers who steward money can benefit from this week’s curated articles. These signals, once you filter the noise, are all…

Generative AI Ethics & Governance for Leaders By Freddie Seba • also on Substack and freddieseba.com. © 2025 Freddie Seba. All rights reserved. 1) GPT-5 introduced — early impressions (and why the router matters) In early testing, ChatGPT-5 shows stronger reasoning, better context retention, and improved steerability. The headline architectural shift inside the ChatGPT interface…

Generative AI Ethics & Governance for Leaders By Freddie Seba • also on Substack and freddieseba.com Framing the Conversation This week’s headlines reveal parallel realities. Some leaders integrate Generative AI responsibly, anchored in mission, safety, ethics, accountability, and governance that keeps strategy on course. Others, propelled by hype and FOMO, deploy tools without a clear…

Generative AI Ethics & Governance for Leaders By Freddie Seba Also published on Substack and Linkedin Framing the Conversation To our discerning leaders who follow this newsletter, this week’s installment features several articles and news pieces centered on the ethics, governance, policy, and organizational infrastructure acceleration of Generative AI. I intend to continue with the…