I work on on-device inference and self improving agents.
Most recently at Intuit with the Foresight team, I worked on reinforcement learning for agentic memory. Before that I was the founding ML hire at Grapevine (Sequoia India-backed), where I built Round1: AI voice agents that have conducted 1M+ minutes of screening interviews + feed ranking and news retrieval for 500K+ users.
Most of that lives in private repos. What is public? Mostly fixes to the open-source stack I ship through.
- shresthrana.com — writings
- Round1 launch — co-presented the public launch, trending on X and hit 300K+ views.

