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Work

How I think, shown at full length.

Each case study follows the same spine — context, problem, insight, decision, tradeoff, execution, outcome, reflection — because the decisions and what they cost are the part worth reading.

01Jio Platforms Limited2024–2025Product execution at scaleFlagship

Streaming integration rollout

How might we ship a streaming and subscription experience at national scale without letting payment friction or launch risk reach the viewer?

Primary signal
Product management
Then
AI/Data & technical execution
Supporting
GTM
Read the case study
My role
Associate Product Manager — owner of the integration backlog
A decision I made
Validated payment and subscription flows with engineers as prototypes before committing them to a build slot.
Outcome
89% on-time delivery across two rollouts · 40% less manual reporting effort
02IC² Institute, UT Austin2025–presentProduct discovery & AI research

AI adoption in behavioral health

How might we design AI mental-health tools that patients and clinicians are actually willing to trust and use?

Primary signal
AI / Data
Then
Product discovery
Supporting
Research + design
Read the case study
My role
Graduate Research Assistant — study design, analysis and translation to product recommendations
A decision I made
Modelled patients and providers as two distinct groups rather than pooling them, which is where the useful finding came from.
Outcome
Providers weight clinical-workflow fit over raw usefulness · two JMIR manuscripts in progress
03Graduate team project2025–2026AI product & interaction design

LLM Tutor — AI agent evaluation

As AI gets better at giving us answers, how might we design it to help people think?

Primary signal
AI product
Then
Design & human-AI interaction
Supporting
Evaluation + research
Read the case study
My role
Product and research contributor within a five-person team
A decision I made
Scored assistants on the cognitive level they provoke, not on answer correctness.
Outcome
Five features shipped · UX Design Awards 2026 New Talent nomination (team project)

Contact

Let's build something people actually want to use.

I'm exploring full-time Product Management opportunities where I can work across AI/data, thoughtful design, and go-to-market execution.