Thoughts on GenAI, agentic architecture, data democratization, and what it means to build for real-world impact. ✨
Reflections from a day of hands-on workshops and real-time collaboration
Hundreds of builders gathered at AWS Summit Singapore 2026 to design and deploy their own agentic AI workflows. The energy in the room was electric - laptops open, questions flying, and concepts clicking into place. This is what it looks like when curiosity turns into action.
Reflections on re-certifying across AWS Solutions Architecture, Machine Learning, and Security
In tech, change is the only constant. I've just re-certified across multiple AWS domains - Solutions Architecture, Machine Learning, Security, and more. Each certification deepened my understanding and sharpened my ability to serve customers. Lifelong learning isn't about chasing trends; it's about mastering skills that elevate your craft and empower the people you serve.
Reflections from the AWS Singapore Summit on building, democratization, and what's next
Last week we marked 15 incredible years of AWS in Singapore at our annual Summit. It was an energizing celebration of collaboration, innovation, and the builder spirit - with powerful sessions on data & AI democratization and the future of financial services. Here's to continuing to build the future, together.
Notes from a parent workshop on AI literacy and character
My kids have been talking to voice assistants since before they could read. At a recent parent workshop, we didn't open with screen-time rules - we opened with the data. And the data reframed the whole room.
June 2026
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Previewing a panel on governance, risk, and the shift from advisory to autonomous
AI has moved from advisory to autonomous decision-making, and the question surfacing in every boardroom is: are our EA frameworks ready? Next week I'm moderating a panel with four brilliant architects who are living these challenges every day. Here's what we'll be unpacking - and why it matters.
April 2026
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The question every boardroom needs to answer - previewing BITAS 2026
AI has shifted from advisory to autonomous - and Enterprise Architecture frameworks are scrambling to keep up. Governance, accountability, risk control, strategic alignment: these aren't checkboxes anymore. They're the foundation that determines whether AI adoption scales sustainably or creates chaos.
April 2026
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Reflections on an inaugural networking event bringing together aspiring and established AI professionals
An inaugural networking event hosted by IMDA, AI Singapore, and Sponsors in Tech is creating meaningful space for women exploring AI careers. From students to career switchers to working mothers, these are the conversations our industry needs more of.
March 2026
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Reflections from a panel on building careers in AI
What does it take to build a career in AI? I joined a powerful panel in Singapore alongside fellow women in tech, where we talked about the real challenges, breakthroughs, and the spirit of lifting each other up. The energy in the room reminded me why community matters so much in this field.
March 2026
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An afternoon of real conversations, practical insights, and meaningful connections
The future of AI must be built by everyone - and that includes more women at the table. Join us on 30 March 2026 at AWS Singapore for an afternoon dedicated to breaking into AI, navigating career transitions, and connecting with experienced practitioners. AI is evolving rapidly. The question is: Are we building diverse leadership as fast as we're building the technology?
March 2026
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Reflections on the OpenClaw x AWS Event
Over 400 engineers, founders, and enterprise leaders walked into the AWS office in Singapore for the largest OpenClaw community meetup in Southeast Asia. Here's what I shared about running teams of 10+ AI agents, the human-first philosophy behind them, and why Mission Control is changing how I think about scale.
March 2026
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Toward a Human-First AI Architecture
We've spent years asking: "What can AI do for us?" But the more interesting question is: "How do we build AI systems that amplify human judgment rather than replace it?" I've been thinking hard about this - and I believe the answer lies in rethinking how agents, humans, and organizations relate to each other.
2025
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What happens when verification is automated and human judgment focuses on what truly matters
10,000 people. 150+ countries. Humanoid robots you could touch. SuperAI 2026 felt like a glimpse of 2030. But the real story? How AI transformed not just what builders created in 36 hours - but how we evaluated, decided, and invested in their work.
June 2025
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Notes from a fireside chat at ATxInspire
This week I had the privilege of attending a fireside chat with Dr. Fei-Fei Li at ATxInspire. No drama, no hype - just brilliance, humility, and a vision for AI that puts humans firmly in the loop. Her insights on spatial intelligence, open collaboration, and what it means to build responsibly left me inspired.
May 2025
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How a leading Singapore enterprise is democratizing data with generative AI and analytics
AWS Summit Singapore returns May 29, 2025. I'll be joining Niladri Bhattacharya and Boon Ping Lim to share how a leading Singapore enterprise is revolutionizing retail with a self-service BI dashboard powered by AWS analytics and generative AI. Join us onsite at Sands Expo or tune in to the livestream.
May 2025
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Join us at AWS Summit Singapore to hear how speed, sustainability, and strategy came together
Singlife completed a full cloud transformation in just 18 months - on time, within budget, and delivering real business outcomes. At AWS Summit Singapore on May 29, Shashank Agarwal and I will share how this wasn't just a tech upgrade, but a strategy to boost agility, enhance sustainability, and power innovation across the business.
May 2025
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Notes from ClawCon Singapore and the builders defining multi-agent systems
AI agents are becoming infrastructure, and the architecture is getting real. Over 3,000 builders at ClawCon Singapore last month showed us the patterns that are shipping right now - orchestrators, layered primitives, and human judgment designed in from day one.
May 2025
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Connecting with builders, founders, and the next wave of AI innovation
This week I'm heading to SuperAI in Singapore - one of the most exciting gatherings of AI builders, founders, and ideas shaping the next phase of innovation across Asia and globally. I'll be mentoring at hackathons and connecting with teams pushing the boundaries of what's possible.
May 2025
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Reflections on question-driven analytics and the future of human-AI collaboration
True or false: Watson can suggest what questions a data scientist should ask to unlock insights. The answer reveals something deeper about how we're building AI that amplifies human curiosity rather than replacing it.
March 2025
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Reflections on Open RAN acceleration, GenAI-powered telecom, and the power of partnership
This year at MWC25, I saw firsthand how AI and cloud technologies are transforming the way we build and optimize networks. From a leading Singapore enterprise's Open RAN acceleration powered by AWS GenAI to conversations with global leaders across telecom, security, and connectivity - collaboration is at the heart of it all. Here's what landed for me.
March 2025
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Why Psy-Symbiosis is building mental health tech that actually matters
48% of IVF patients abandon treatment - not because of cost, but because of psychological burden. Almost no one is building for this. That's why Psy-Symbiosis, the first Psychology AI Skill-a-thon, caught my attention. March 21st in Singapore, it's bringing together the people who will shape the future of mental health tech.
March 2025
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An intimate gathering for women building in AI
This Thursday, AWS and The AI Capitol are hosting an intimate lunch for women founders building in AI. No panels, no pitches - just founders and builders sharing what they're working on. Seats are limited, and we'd love to have you join us.
March 2025
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Celebrating International Women's Day with AWS and The AI Capitol in Singapore
The future of innovation needs diverse builders. AWS is collaborating with The AI Capitol to host the OpenClaw Women Founders Lunch in Singapore - an intimate gathering where women founders share what they're actually building, learning, and shipping right now.
March 2025
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Join 500+ builders for an evening on AI in business with OpenClaw and AWS
Over 500 people have already signed up for OpenClaw Singapore's event with AWS on March 23rd. If you're building in AI, exploring it, or simply curious about where things are heading, this might be the room to be in. Real conversations about security, cost, multi-agent teams - not just theory.
March 2025
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Reflections from IWD 2025
At our Women Founders AI Lunch on IWD 2025, something remarkable happened. Over three hours at IOI Central Boulevard Towers, a group of builders, investors, and technologists aligned on a simple truth: the most important design decisions in AI are human ones - and we need more diverse humans in that room.
March 2025
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Reflections on robots, martial arts, and the Year of the Horse
Watching robots perform martial arts on the Spring Festival Gala this year felt poetic. From dance to martial arts in twelve months - embodied AI is accelerating faster than we think. Happy Year of the Horse, and maybe the year of humanoid robotics too.
February 2025
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Grateful for the conversations that reminded me why we build
Just wrapped a whirlwind tour across Europe, connecting with teams at the forefront of climate innovation, deep tech, and enterprise transformation. These conversations reminded me why the work matters - and why building in community is everything.
January 2025
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Reflecting on three years since the UN conference and the road ahead
Three years ago, I set off for a UN conference with hope and determination. Today, I'm stepping into the next chapter - grateful for every lesson learned and every person who walked alongside me. In every difficulty, there are opportunities. Together, we can make a better world.
January 2025
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Why seeking new challenges every day is your competitive edge
A simple truth I keep coming back to: if you let every day bring you a new challenge, you will stay ahead of AI. Here's why the willingness to learn, adapt, and grow is the one skill no model can replicate - and how we can all cultivate it.
January 2025
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Reflections from the 10th anniversary summit on gender equity in tech
I had the honor of joining trailblazing leaders at the 10th WORLD EDITION of BREAK THE CEILING TOUCH THE SKY® Summit. A decade of House of Rose Professional brought together a global community committed to advancing women in leadership - and reminded me that meaningful change requires all of us.
January 2025
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Reflections on embracing experimentation, pivoting fast, and the 'Fail Fast' award that changed my perspective
Last week at a client event, a tech leader's advice on cultivating tolerance for failure struck a chord. It reminded me of my own 'Fail Fast' award and the late-night debugging sessions, burned-out hardware, and failed startups that shaped my proudest achievements. Failure and invention really are inseparable twins.
January 2025
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Reflections on recognition, gratitude, and amplifying diverse voices in tech
I'm deeply honored to be included in Women Who Code's 100 Technologists To Watch list this year. This recognition belongs to the mentors, colleagues, and fellow women in tech who've shaped my journey. Looking ahead, I'm committed to using this platform to amplify more diverse voices in our industry.
January 2025
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Reflections from two extraordinary evenings celebrating change-makers in Southeast Asia
Last month I attended two events that reminded me why diversity and kindness aren't just ideals - they're imperatives. From the British High Commission reception celebrating the Kindness and Leadership Listees to the Women of the Future gala dinner honoring change-makers across Southeast Asia, these evenings left me moved, inspired, and hopeful about the next generation of leaders.
January 2025
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Reflections on Youth, Women, and Innovation
I'm deeply honored to have received three awards recognizing work across youth, women, and innovation. These aren't just personal milestones - they're a reminder of the communities and missions that drive everything I do in AI and tech.
January 2025
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Three weeks helping healthcare organizations reimagine patient access
Over the last three weeks, I've worked with AWS teams to help healthcare organizations build clinically-validated conversational agents that handle incoming patient calls. It's a powerful example of how agentic AI can amplify care teams - not replace them - and meet patients where they are.
January 2025
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Why diversity of perspective is critical for effective AI
Today I had the pleasure of hosting a wonderful group of women from Singlife for the third session of our AI ML-MLOPS Accelerator training. Diversity of perspective isn't just nice to have - it's critical for effective AI. Empowering women in AI helps us overcome one of the biggest challenges this technology faces.
January 2025
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Celebrating SG Women in Tech's 5th anniversary and the power of community
I had the privilege of celebrating SG Women in Tech's 5th anniversary this week. In just five years, #SGWIT has supported over 120,000 women and girls in tech. Here are my biggest takeaways - from relaunch programs to speed mentoring to AI's role in amplifying human capabilities.
January 2025
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A note of encouragement to young people everywhere
Every time I read Michelle Haupt's words to young girls at NASA - 'Never let anybody tell you that you can't do it' - I'm reminded why we share our stories. This is a small note of encouragement to every young person charting their own path.
January 2025
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Reflections from the 2026 Chinese New Year Reception in Singapore
Last evening at the Chinese New Year Reception in Singapore, I watched humanoid robots perform Tai Chi and robot dogs dressed as lions dance alongside traditional celebrations. It sparked a reflection: AI and robotics are no longer confined to labs and factories - they're becoming part of our cultural fabric. The question isn't if AI will shape our future, but how we engage with it strategically and ethically.
January 2025
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Why we're hosting an exclusive evening in Singapore - and what it means for the future of agentic AI
AWS is partnering with OpenClaw Singapore to host an exclusive community evening - and it's about more than just an event. It's about bringing production-grade, secure AI agents to scale, 24/7. And it's about building with a community that cares about doing this right.
January 2025
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Reflections from running multi-agent systems and speaking at OpenClaw x AWS Singapore
I run teams of 10+ AI agents through Telegram - with wallets, guardrails, and security boundaries. But when I shared this setup with 400+ people in Singapore, the tech wasn't what resonated. It was the question behind it all: does this agent free people up to be more human, or just more efficient working machines?
January 2025
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A personal reflection on disconnecting from AI to reconnect with life
A few readers told me they loved one sentence from my recent article: "AI shouldn't turn us into more efficient work machines. It should help us live more like humans." That line hit me harder than I expected - because I realized I needed to hear it myself.
January 2025
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Rethinking AI architecture around the full dimensions of life
Most AI systems today are designed around tasks, workflows, and roles. But human life doesn't work that way. I've been exploring what AI would look like if it were designed for a human being - not just a worker - and building an early version organized around the different dimensions of life.
January 2025
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What enterprise agentic AI questions reveal about where we are now
Yesterday in Jakarta, I worked with some of the largest regional enterprises on agentic architecture. The questions they're asking have fundamentally shifted - from "What are the GenAI use cases?" to "What's the right autonomy boundary for production agents?" The industry is ready.
January 2025
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Why cost control has become the #1 enterprise AI governance challenge
One company just received a $500 million AI bill in a single month because they forgot to set usage limits. New research from Northwestern and Stanford reveals that AI agents are terrible at estimating their own costs - and the implications for enterprise governance are profound.
January 2025
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A simple workflow that lifts the invisible mental load
A friend juggles up to 24 parent-involved activities across 3 preschoolers every month. I showed her an AI workflow that turns school announcements into calendar files in seconds. This isn't just a time-saver - it lifts the invisible burden of tracking, remembering, and worrying.
January 2025
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Why I run multiple agent teams, how we secure them, and what it means to build AI that serves your life
I've been getting a lot of questions about the agent setup I recently shared. Here's the full story: why I run agent teams (not just one bot), how we built secure multi-tenant isolation on AWS AgentCore, and the human-first framework that guides it all.
January 2025
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Notes from a workshop on harvest-now-decrypt-later threats and AI's expanding attack surface
Quantum computing isn't a distant threat - attackers are already harvesting encrypted data to crack later. Yesterday I spent the day on post-quantum security with a bank, and one idea reframed the room: your AI footprint just widened the surface. Here's what every security and AI leader needs to know now.
January 2025
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Reflections from SuperAI's Next Hackathon in Singapore
Last week at SuperAI's Next Hackathon in Singapore, 250 developers walked into pre-provisioned AWS accounts and 1,000 Kiro credits each. No billing setup, no friction - just 36 hours of pure creative energy. Choosing five winners was one of the hardest things I've done, which is why we're giving each of the top teams $25,000 in AWS Activate credits to keep building.
January 2025
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What I learned moderating a room full of builders, dreamers, and future shapers
I had the honor of moderating the SCS Women in Tech x AI Singapore Student Developer Conference 2026. In a room full of builders and dreamers, three industry leaders shared their journeys, and a powerful speed-mentoring session reminded me why community matters so much in AI. Here's what landed for me - and what I hope every student builder takes forward.
January 2025
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How AWS Clean Rooms, QuickSight, and Bedrock are changing the game
Data is only valuable when the right people can access it at the right time - securely. At AWS Summit Singapore 2024, I shared how we're helping organizations move from hoarding data to sharing it safely, from manual reports to generative insights, and from fragmented AI experiments to production-ready AI agents.
2024
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Building the first publicly referenceable GenAI commercial platform in Singapore
Every first matters. When a leading Singapore enterprise and AWS partnered to build a GenAI-powered Smart Retail Platform, we weren't just shipping code - we were demonstrating that responsible, production-grade AI is possible right here in Singapore, right now. Here's what we learned.
2024
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On staying hungry, staying humble, and never stopping to build
There's a reason Day 1 thinking has endured for nearly 30 years inside Amazon. It's not about acting like a startup forever - it's about refusing to become complacent. In a world where AI is changing everything at warp speed, the AlwaysDay1 mindset isn't just useful. It's survival.
2024
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Reflections from the Women in IT Summit & Awards Gala
Last month I had the privilege of attending the Women in IT Summit and Awards Gala - a powerful reminder of the talent, dedication, and innovation women bring to technology. From cutting-edge AI and Web3 discussions to celebrating a brilliant colleague's recognition, the event reinforced why diversity isn't just nice to have - it's essential to building technology that serves everyone.
December 2024
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24 hours of innovation tackling social and environmental challenges
I'm thrilled to be judging HackSingapore, part of The Global Hackathon Series. Over 24 hours at DBS Asia X, developers, designers, and entrepreneurs will collaborate on solutions to some of our most pressing social and environmental challenges. The event sold out - but the innovations that emerge will be worth following.
May 2024
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Notes from the UNESCO Inclusive Lifelong Learning Conference 2023
I had the honor of speaking at the UNESCO Inclusive Lifelong Learning Conference 2023 in Bali, alongside 300 passionate individuals from 40 countries. From the Women in Tech workshop to the adoption of the Bali Manifesto, the experience reaffirmed why learning must continue throughout life - and why we must ensure it's accessible to all.
July 2023
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Reflections from the Gala Dinner and Tech Leader Awards 2023
On May 5th, 2023, I had the honor of attending the Singapore Computer Society's 55th Anniversary Gala Dinner and Tech Leader Awards. An evening filled with innovation, recognition, and the kind of connections that remind us why we do this work. Grateful to be part of this incredible tech community.
May 2023
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Four years later, our first physical summit brought together leaders shaping the future of tech in the region
Last week we hosted our first physical AWS Summit ASEAN since 2019. Four years is a long time - and coming together in person reminded me why these moments matter. The conversations on net zero, AI strategy, and building diverse tech talent weren't just sessions; they were a reflection of where the region is heading.
May 2023
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Reflections from a panel on EA strategy, ESG alignment, and Earth Day 2023
Last week I had the honor of moderating a panel on enterprise architecture strategy for business transformation. Our conversation spanned stakeholder management, organizational capabilities, and how EA can align with sustainable development goals - timely reflections as we celebrate Earth Day 2023.
April 2023
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Reflections from the Women in Tech Summit at ATxSG
Last week I joined the Women in Tech summit at Asia Tech x Singapore, surrounded by leaders shattering barriers and driving real change. The conversations reminded me that while mentorship opens doors, sponsorship is what propels careers forward - and that we rise fastest when we lift each other.
March 2023
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Reflections from the Singapore Computer Society Gala Dinner 2018
Sometimes the most meaningful moments in tech happen away from the keyboard. At the Singapore Computer Society Gala Dinner 2018, I was reminded that our industry thrives on the energy, diversity, and camaraderie we build together - one conversation, one connection at a time.
November 2018
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Why smart infrastructure and automation matter for our global economy
Drones monitoring solar panels, underwater robots repairing pipelines, wind turbines that adjust themselves - this isn't science fiction anymore. McKinsey estimates technology adoption in the resource industry could unlock $900 billion to $1.6 trillion in global economic value by 2035. Here's why that matters.
March 2017
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