Product Work

Escalation by Design: Multi-Agent Fact-Checking with Policy Constraints

How confidence thresholds and human routing reduce false positives in content moderation

Other

Posted on January 27, 2026

Content moderation at scale is one of the hardest problems in modern tech. When platforms like TikTok, YouTube, or Facebook need to make decisions about billions of pieces of content daily, they cannot just build a better AI model and call it solved. The real challenge is not only detecting... [Read More]

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Discovery Frameworks and ROI Modeling for Procurement AI

Shadowing buyers to quantify cognitive load, then building RAG that reduces search time by 25%

ENTERPRISE

Posted on February 2, 2025

Procurement at Volvo Cars handles thousands of contracts, millions in spend, and complex documentation spread across several legacy systems. The primary goal of our project was to streamline the procurement process by leveraging Gen AI to facilitate contract management and decision-making. [Read More]

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Photo-to-Listing in 7 Seconds: Unit Economics and Emotional Design in Mobile AI

Balancing inference costs, activation friction, and delight in a solo-built resale app

0→1 BUILDS

Posted on January 24, 2025

SnapSell is a solo-built, mobile-first AI app that transforms a single photo of an item into a complete resale listing. I designed, built, and animated every part of this project: from UX wireframes and motion interactions to backend architecture and AI integration. [Read More]

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Four-Layer Harm Mitigation in Enterprise AI

How model selection, grounding, and UX constraints combine to build trustworthy procurement systems

Other

Posted on January 17, 2025

Over the past year building generative AI capabilities inside Volvo Cars’ procurement organization, I’ve learned that the most important part of AI product development isn’t the model, or even the architecture. It’s the product thinking that wraps around all of it. The rapid rise of LLMs has made it easy... [Read More]

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Moving Failure Upstream for SWIFT Validation at Airwallex

Corridor-aware validation that balances precision vs conversion to reduce support load by 25%

ENTERPRISE

Posted on January 15, 2025

I joined Airwallex as a Product Management Intern at a time when the company was scaling rapidly across regions and customer segments. [Read More]

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Making Data Contracts Feel Supportive, Not Bureaucratic

How contract-driven workflows enable federated data teams without breaking trust

ENTERPRISE

Posted on June 11, 2024

As organizations move toward decentralized data ownership and data mesh architectures, the question is no longer whether teams can publish data independently - but how they do so without breaking trust across the ecosystem. [Read More]

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Circadian Science for Personalized Sleep Plans

Translating temperature minimum (t-min) research into personalized, age-constrained sleep plans

0→1 BUILDS

Posted on February 1, 2024

As a mom to a 3-month-old and a product manager, I found myself juggling two very different worlds that suddenly collided: baby sleep schedules and international travel. I knew I needed to find a solution that would help me and my family adjust to the new time zone as quickly... [Read More]

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RICE Prioritization for Parenting AI from Research Insights to MVP Metrics

How user shadowing and quantitative targets shaped a task management app for new parents

0→1 BUILDS

Posted on January 5, 2024

This case study covers akaTask, a task management application designed for new parents. It helps parents streamline daily, weekly, and monthly planning. With advanced AI and a user-friendly interface, akaTask keeps families organized and productive while reducing mental load. [Read More]

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Mapping Cognitive Load to AI Feature Bets from Parent Interviews

How 20 interviews and 150 surveys revealed automation opportunities worth €6M+ in time savings

0→1 BUILDS

Posted on January 3, 2024

akaTask is an AI-first task management and productivity assistant built for new parents. It consolidates meal planning, activity generation, gentle parenting scripts, and scheduling into a single productivity surface. The product converts parental pain (time scarcity, decision anxiety, clutter, and cognitive load) into measurable value by automating routine decisions and... [Read More]

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