The most comprehensive bank Interview Answer Review tooling available online.

• Self-Motivated: I thrive on challenges and take initiative to learn and grow without external prompts.

• Passion for Exploration: I love exploring new places, immersing myself in diverse environments, and gaining fresh perspectives.

• People-Centric: I enjoy engaging with new people, building connections, and exchanging ideas.

• Mentorship: Mentoring others is something I genuinely enjoy, as it allows me to share knowledge and help others grow.

• Appreciation for Art and Culture: I have a deep love for art, culture, music, and world cinema, which enriches my creativity and worldview.

• Cooking Enthusiast: I love experimenting in the kitchen and trying out new dishes, blending culinary skills with creativity.

While determining the best model for a machine learning application for a customer classification model, I suggested a two model approach while my team member suggested a single model approach. We discussed the pros and cons during a whiteboarding session, agreed on the two model approach and would fall back to the one model approach if the two-model approach did not drive client success. The model was successful.

In my role leading the launch of that new customer onboarding system, the pressure was really on. We had that tight three-month window and a lean team to build something that would be the first impression for all our new users. One specific hurdle we faced was integrating our legacy customer database with this brand-new system. The data structures were quite different, and initially, the data migration process was proving to be much slower and more error-prone than anticipated. This threatened to push our launch date.

To tackle this head-on, I didn't just delegate. I dove into the technical details with the lead engineer. We mapped out the data fields meticulously, identified the key transformation rules needed, and actually prototyped a more efficient data migration script using Python. This allowed us to automate a significant portion of the process that was previously manual.

Furthermore, to ensure we were building the right thing quickly, we implemented very short feedback loops. We'd build a small piece of the onboarding flow, get immediate feedback from a small group of internal users, and iterate based on their input. For example, early on, users found a particular step in the registration process confusing. Based on their feedback, we completely redesigned that screen within a couple of days, leading to a much smoother experience.

By getting into the technical weeds to optimize the data migration and by relentlessly focusing on user feedback through rapid iterations, we not only overcame the risk of a delayed launch but also delivered an onboarding experience that was significantly more user-friendly than initially envisioned. It was incredibly rewarding to see new customers move through the system so smoothly right from day one. That success really underscored the power of combining technical problem-solving with a user-centric approach

The last conference I attended was the Open Source Security Foundation. As I was leading the Dart & Flutter security program I wanted to learn about the innovations, tooling and services that other open source projects were using.

There were interesting conferences for tooling to sign artifacts with a single command and how the open source community was working in tooling to build, sign and release artifacts in a secure way for everyone using GitHub.

I learned that there were many technical innovations that I could use to speed up the Flutter Security Program, for example implementing secure build workflows using github actions. I also met several people working on similar projects and took the opportunity to share our lessons learned and challenges. Later on the connections with the open source security foundation proved very useful during technical reviews and collaborations.

With a major product launch on the horizon, expecting to triple the user load. The infrastructure was non-optimized for demand and incident response was non-harmonious across teams with no set process.

As the SRE Manager, I'd have to implement project changes to infrastructure to accommodate high availability and scalability. I discovered a long-standing issue surrounding incident response and observability that would make it all the more difficult to achieve reliability under pressure and peak traffic.

Therefore, instead of fulfilling the project requirements as presented, I became an advocate for change across the organization. I established an observability platform with 100% stack coverage, created custom SLOs/SLIs/error budgets to enhance performance and reliability visibility, drafted and socialized an incident management playbook across the company and held hands-on trainings for all respective teams. In addition, I advocated for Terraform for Infrastructure as Code to help with deployment time and held FinOps reviews to help eliminate redundant costs in cloud spend.

As a result, we did not only survive the 3X traffic upon product launch with zero critical incidents, but we also achieved 15% saves the following years in cloud costs and 40% faster deployments. Many of the processes I created were adopted as company-wide best practices.