Writings & Talks

TEDx: Raising Humans in the Age of AI

Drawing on stories from my own upbringing and my son’s early years, I reflect on what parenting reveals about the line between human wisdom and machine intelligence , and why, in the age of AI, our most human qualities still matter most.

ADAS & Autonomous Vehicle Tech Summit

This talk explores the challenges of validating autonomous driving functions at scale, including reproducibility issues and fragmented toolchains. It introduces a new approach combining deterministic replay and infrastructure-aware environments to enable rigorous, traceable validation and reliable ADAS deployment.

Forbes: How Vision Language Models Will Shape The Future Of Self-Driving Cars

This article is about how the integration of vision-language models (VLMs) is set to transform the development of self-driving cars. I discuss key breakthroughs driving the innovation, the opportunities VLMs create for advancing autonomous vehicle capabilities, and the challenges that must be overcome for successful real-world deployment.

Plug and Play ADAS/AV Conference

Introduced Apex.AI alongside 10 pioneering companies in autonomous driving and ADAS technologies. It was an exciting opportunity to discuss the key trends, innovations, and challenges shaping the future of mobility.

Apex.AI: Breaking Barriers in Autonomous Verification & Validation

In my conversations with autonomous driving & robotics companies, determinism always comes up as a key hurdle holding back AI from real-world deployment. With Apex.OS, we’re delivering a breakthrough solution by enabling deterministic, scalable, and reliable Verification & Validation (V&V) processes.

Forbes: Robotaxis At A Crossroads 20 Years After DARPA

Robotaxis can’t succeed as a solo act. Thriving requires collaboration and ecosystem building. I remain optimistic that one day, AVs will become trusted companions in transportation, seamlessly integrating into our lives and leading us to a world where people and places are connected with ease, safety and joy.

Stanford Sustainable Finance Initiative

The introduction of the Emission Liability Management (ELM) approach signals an evolutionary paradigm shift. The E-liability methodology champions using actual emission data rather than estimates and facilitates a quantifiable and auditable representation of a company’s decarbonization efforts. Our analysis of the Pirelli Pro Forma (PPF) highlights the insights and transparency that E-liability brings.

Seminar at Stanford Energy with Alicia Seiger

I co-presented a seminar with Alicia Seiger on the pivotal shift from counting carbon to accounting for carbon. The seminar addressed the four unsettled accounts—data, boundaries, timing, and obligations, and how, in practice, we can enhance transparency, accountability, and effectiveness, enabling auditable and impactful Net Zero strategies.

Watch the seminar

HKUST Startup Forum

At the HKUST Startup Forum, I shared my insights on the latest trends in Autonomy and Robotics: technological advancements, key challenges, and future directions.

Forbes: Expert Panels

Contributed to Forbes expert panel on the topics of SaaS, Data Analytics , Shared Mobility, Innovation Culture, and Robotics.

Upcoming: The Crossroads Newsletter

The Crossroads is where I try to make sense of technology at its turning points. I draw on my journey as an investor, project leader, researcher, and now a growth leader in autonomy — but mostly, as a lifelong student curious about how the future unfolds. It’s a space to pause, reflect, and think out loud.

Subscribe and stay tuned!

Page updated

Google Sites

Report abuse