Origin
Automatic plant watering
A repeated task became a system—and revealed the instinct to look beneath effort for structure.
About me
I look for the system underneath repeated effort.
Across AI, healthcare, manufacturing, agriculture, cybersecurity, and research, the pattern is consistent: observe before intervening, diagnose the real constraint, create shared clarity, and leave behind capability.
Founder · Product leader · Researcher · SpeakerThe origin story
My mother asked me to water the plants every day. I built a system to do it automatically.
That small project appeared before I knew the language of product management. It established a durable instinct: when a repeated problem depends on memory, heroics, or disconnected effort, find the system underneath it.
Career pattern
Observe. Systemize. Build. Transform.
Founder
SochWare
Built a technology company in Nepal, grew a multidisciplinary team, and shipped products across agriculture, commerce, accessibility, and enterprise technology.
Product leadership
Yarsa Tech
Repaired an operating system around hardware delivery, commercial commitments, and cross-functional execution.
Applied AI
Healthcare & public interest
Built accessibility-focused healthcare AI and helped make cybersecurity governance teachable at public-sector scale.
Research
Trustworthy AI
Now studies LLM sycophancy, truthfulness, deterministic evaluation, and the product mechanisms that make AI accountable.
Selected proof
Breadth organized around one transferable method.
Future direction
Make AI more useful—and more human-reliable.
I’m focused on hands-on product work in startups and mission-driven teams where I can stay close to users, partner deeply with technical teams, and improve the system—not only ship a feature. I also want to continue research that makes AI more truthful, reliable, and useful.
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