Work · 6 case studies
Six stories from one mission.
Each case study opens with the moment a call had to be made, then shows how I made it and how I knew it was right. Short on time? Every page has a 60-second version.
Hat 01
AI evals, models and clinical safety
Rank AI errors by clinical risk, not by how often they happen.
1 case study
Hat 02
Product leadership
Set up the product function, then took two agentic apps from 0 to 1.
3 case studies
- 02 Taking agentic AI healthcare from 0 to 1, for doctors and for patients. First product person. Two squads, two apps, 20+ hospitals and camps. ~90% of active pilot doctors stayed for phase two 2025–now
- 03 Agent Flow Blueprint: a spec format for products that branch on conversation. A living spec for agents that branch on conversation, built in Claude Code. 30+ agent workflows in one source of truth 2026
- 04 Teaching an AI twin to practice like its doctor. How any doctor can train their AI twin without our team in the room. 25 doctors with a live twin in UAT 2026
Hat 03
Design and UX research
Sit with the patients first. Then change how the AI asks.
2 case studies
- 05 “Side unclear”: turning a field observation into conversation design. Patients pointed at where it hurt; the AI guessed a side. So it learned to ask. Under 10% wrong-side errors in camp testing 2025–26
- 06 Rolling out AI into 20+ hospitals, clinics and health camps. Before the product could help a doctor, it had to fit an OPD. 10+ → <2 min documentation time at Bhaktivedanta 2025–26
Some details are generalized or left out for confidentiality.
Mission archives
Mission archives.
Campus leadership, NID projects, hardware side projects, and what I do off the clock.
Campus leadershipIIT Tirupati
- Technical Affairs Council2021–22 Secretary of a 150+ member council: secured and managed a ₹40L budget across 8+ tech clubs, and started the first intra-college tech fest.
- IDEAS² Innovation Lab2019–21 Head and founding committee member: set up an innovation lab on the IIT Madras CFI model, with institute funding won from the director and registrar.
- Learning by Doing V22020–21 A hands-on robotics learning platform with Prof. T S Natarajan: designed it, coordinated 20+ interns, and pitched it to IIT Madras leadership.
NID projectsNID Ahmedabad
- It’s late and I’m anxious2024 Cognitive tunnelling at a GSRTC bus depot, and an information-design fix. A sole-authored white paper.
- Oizom2024 An organization audit for an IoT startup’s CEO, from 31 stakeholder interviews.
- Sree Sai Hyderabadi Biryani2024 Positioning a third outlet through consumer psychology and a brand story.
- Beyond the Clock2025 Understanding overtime in India’s IT industry. Published at ICoRD 2025 (Springer).
- Water policy study Non-perennial river sources and how communities relate to water, with Prof. Hirter (HSLU, Switzerland).
- Design in India, Design for the World2025 A symposium at NID on how strategic design can feed the 2047 Viksit Bharat vision.
Hardware side projectsRobotics and design
- AMOS AutoMicroUAS2021 Final-year internship: a hexacopter mainframe and a foldable arm connector that doubled the arm’s rotation to 180°.
- Transparent N95 mask2021 A lab project with Dr. D V Kiran: redesigned for ergonomics and breathability with 3D-printed molds. Amara Raja took it to a small pilot production run.
Off the clockSpace and giving back
- Cosmos And I2019–20 Co-founded an astronomy magazine: 4 editions, 1,000+ reads.
- Career guidance2018–22 Volunteered with 1,500+ government-school students.
- Interests Setting up telescopes for stargazing, trekking, camping, cycling, and Dan Brown-style thrillers.