I build machine learning systems for medical devices at Medtronic.

My research studies the reliability of medical vision-language models.

I believe software and AI-driven systems can make healthcare equitable around the world.

My beliefs

We can help create a world we’re glad to live in.

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  • Knowledge expands what’s possible.

    Better explanations help us solve problems that once seemed fixed. Technology puts some of that knowledge to work. There’s value in both discovering new possibilities and making their benefits available to more people.

  • Enthusiasm matters.

    Work on problems you care enough about to keep returning to. Excitement helps sustain effort, invites others to join, and makes hard work more enjoyable. Sometimes a larger goal inspires the commitment that a smaller one never could. Give curiosity, play, and rest a place in the work.

  • Move quickly enough to learn.

    Bring ideas into contact with reality early. Build something, test a claim, ask for feedback, and revise. Shorten the time between a question and useful evidence. Give careful thought the time it needs, and act when you’ve learned enough to take the next step.

  • Worthwhile opportunities remain undiscovered.

    People overlook problems, accept awkward solutions, and inherit assumptions they haven’t tested. Look closely at things you understand and care about. An idea doesn’t need broad agreement before it deserves a fair test. Independent judgment gets stronger when it welcomes criticism.

  • There’s always more to learn.

    Treat your beliefs as open to revision, especially the ones you’re proud of. Ask what would change your mind. Welcome people who notice what you’ve missed. Discovering an error gives you a chance to make the next decision better.

  • Combine high standards with trust.

    Care about the details. Stay close enough to the work to offer useful judgment. Give people clear ownership, honest feedback, and room to act. Make it easy to question a decision, including yours. Aim for work that’s excellent in ways that matter.

  • Build teams where people can do their best work.

    Keep teams small enough for clear communication and large enough for the task. Bring together people whose skills and perspectives complement one another. Value craft, judgment, reliability, and generosity. Help each other improve, and share credit freely.

  • Take satisfaction in making progress.

    Notice what you find rewarding. Cultivate pleasure in understanding something better, finishing useful work, helping a colleague, and changing your mind for a good reason. Let those rewards guide your habits.

  • Your current abilities leave room to grow.

    Some limits are real. Others reflect habits, missing knowledge, or assumptions you can test. Learn the next skill, find good collaborators, and attempt something that matters to you. You don’t need certainty about the whole path to take a useful first step.

Reading

2026 Reading Challenge

2026 Reading Challenge
Binesh has read 5 books toward their goal of 20 books.
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Binesh's bookshelf: read

The Let Them Theory
Helping Patients Outsmart Overeating: Psychological Strategies for Doctors and Health Care Providers
Run to the Finish: The Everyday Runner's Guide to Avoiding Injury, Ignoring the Clock, and Loving the Run
Empire of AI: Dreams and Nightmares in Sam Altman's OpenAI
The Singularity is Near: When Humans Transcend Biology
The Singularity Is Nearer: When We Merge with AI
Travelers in the Third Reich: The Rise of Fascism: 1919–1945
Convention: A Philosophical Study
The Encyclopedia of Curious Rituals and Superstitions: Ancient and Remarkable Traditions That Will Captivate Your Mind
Tiny Traumas: When You Don't Know What's Wrong, But Nothing Feels Quite Right
A Promised Land
The 5 Second Rule: Transform Your Life, Work, and Confidence with Everyday Courage
What Motivates Getting Things Done: Procrastination, Emotions, and Success
Hidden Potential: The Science of Achieving Greater Things
The Audacity of Hope: Thoughts on Reclaiming the American Dream
How to Do Nothing: Resisting the Attention Economy
Grit: The Power of Passion and Perseverance
The Psychology of Money: Timeless Lessons on Wealth, Greed, and Happiness
Predictably Irrational: The Hidden Forces That Shape Our Decisions
Steve Jobs


Binesh Kumar's favorite books »

Running

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