The AI Governance Evolution: From Brake Pedal to Rocket Fuel
Why governance is foreplay, not a prenup — and how compound trust at scale turns AI from brilliant-but-fragile into systematically reliable.
AI Governance & Strategic Leadership
Applying game theory and strategic frameworks to shape the future of responsible AI
Technical AI Governance · Game Theory · Strategy
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Forbes
Forbes · Committee of 200 · March 2026
You Deployed The AI. Now You’re Responsible For What It Does.
Once AI moves from analysis into operational decisions, accountability shifts from the software to the organization that deployed it. On constructive knowledge, real-time governance, and the five questions every board should be able to answer — with documentation, not assumptions.
Read on ForbesForbes · Committee of 200 · February 2025
AI Governance: The CEO’s Ethical Imperative in 2025
Why AI governance is an ethical imperative, not merely a compliance obligation — the case for a Chief AI Officer, privacy-by-design, and operationalizing governance across every level of the enterprise before regulators force the issue.
Read on ForbesOn air
Grand Slam Journey · Podcast
From Tennis to Tech: On AI, Leadership & Resilience
From competitive tennis to founding companies and governing AI at enterprise scale — on resilience, the discipline that carries across, and why constitutional protections have to be engineered in at the design stage rather than argued about afterwards.
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Press & Publications
IIC Journal of Innovation · March 2022
ML-Powered DDoS Attack Identification for Hacked IoT Devices
A co-authored technical paper on detecting and countering distributed denial-of-service attacks launched from compromised IoT devices, using machine learning — the research line behind the granted IoT/blockchain DDoS patent.
Read the paper (PDF)News & Publication Society · Interview · March 2022
An Industrious Technophile
A career interview — on breaking into tech as one of the only women in the room, founding the UC Merced and Berkeley Mobile App Challenges, membership of C200, and where AI is heading.
Read the interviewLatest Insights
AI Scorecard: A Game-Theoretic Analysis
Examining the IEEE AI Safety Index through strategic frameworks. When the industry leader scores a C, the incentive structures need rethinking.
The Strategic Imperative: AI Governance
Why governance frameworks create competitive advantage. Temporal discounting and strategic positioning in the regulatory environment.
AI Governance or Pay the FINE
Decision theory and strategic positioning in the age of AI regulation. Operating under Knightian uncertainty requires robust frameworks.
Telecom & AI: Strategic Partnership Framework
Competitive dynamics and collaboration strategies in next-gen networks. Multi-player coordination games and comparative advantage.
AIaaS Unicorns in Telecom
Value capture and market positioning in AI services. Platform-versus-application dilemmas in telecommunications.
Read full analysisPredicting Elections with AI
Methodological insights from 2020 sentiment analysis. Information cascades and Keynesian beauty-contest dynamics.
View methodologyLinkedIn Insights
The Governance Premium
Rigorous AI governance isn’t a cost center — it’s a value driver. Why the market increasingly pays a premium for systems that are trusted, auditable and defensible, and how governance posture shapes capital access, valuation and enterprise trust.
Read on LinkedIn
October 21, 2025
The AI Governance Evolution: From Brake Pedal to Rocket Fuel
“Why does our AI feel brilliant but fragile?” Three CEOs asked me this last quarter. Most organizations treat governance like a prenup — but the companies printing money treat it as the reason innovation can run at full speed without exploding.
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March 12, 2025
AI Safety Report Card: Strategic Implications
A deep dive into the IEEE AI Safety Index and what it means for competitive dynamics. When the market leader gets a C grade, the incentive structures need rethinking.
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March 8, 2025
Technical Governance as Competitive Advantage
Organizations that treat governance as a constraint miss the strategic opportunity. Robust frameworks create optionality and positioning for an uncertain regulatory future.
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February 28, 2025
Multi-Party Coordination in AI Infrastructure
The future of telecom AI isn’t about choosing sides — it’s about architecting partnerships that leverage comparative advantage across the value chain.
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February 22, 2025
Decision Theory in AI Risk Management
Operating under Knightian uncertainty requires robust decision frameworks. Expected-value calculations favor proactive governance — even with conservative risk estimates.
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February 15, 2025
Value Capture in AIaaS Markets
Telecom operators have platform advantages but face organizational challenges. Can they move fast enough to capture value before pure-play AI companies dominate?
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February 8, 2025
Information Aggregation & Strategic Forecasting
Prediction markets aggregate dispersed information through incentivized belief revelation. As AI forecasts become influential, they create meta-game dynamics that affect outcomes.
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