CHANDRAN
Robotics Engineer

Chandran
Nandkumar

I build robots and AI systems that survive contact with the physical world.

ROBOTICSEMBODIED AISYSTEMS
● ALPINE VALLEY · FIELD
Independent research directionVLA supervision + steeringSO-101 · SmolVLA · Alpine Valley
01ZERO-TO-ONE

Startup Experiments

Zero-to-one bets: a berry-harvesting company, a voice app I shipped to both app stores, and a string of hackathon prototypes. Proof that I actually finish and ship things.

02CONTACT-RICH

Robust Manipulation

Grasping and contact-rich control that still works when objects shift, slip, and refuse to cooperate. Learned policies backed by classical control so they stay reliable.

03SENSING

Embodied Perception

Vision and state estimation that hold up in bad light, occlusion, and clutter, from stereo depth to figuring out what a policy is actually seeing.

04OUTDOOR

Outdoor Robotics

Robots that have to work outside the lab, on strawberry rows, uneven ground, and port terminals, where things break in ways you never see indoors.

01

Classical reliability, foundation-model flexibility

Keep the reliability and fine control of classical robotics while gaining the generality of foundation models.

02

Interpretability is only half the job

Knowing what a policy does is not enough. Expose handles inside the task and use them to steer it.

03

Reliability comes from supervision loops

Robots earn trust when people can inspect, correct, and step in. That loop is where reliability lives.

Alpine Valley: Berry-Harvesting VLA cover
2026

Alpine Valley: Berry-Harvesting VLA

Founder in Residence / Latent Robotics

Building an agri-robotics company led me to the deeper problem: controllable embodied AI.

VLARobot LearningTeleoperationFounder in Residence
VLA Interpretability for Strawberry Picking cover
2026

VLA Interpretability for Strawberry Picking

Hugging Face technical blog

A supervision layer around a SmolVLA policy, built to make the rollout easier to inspect and steer.

InterpretabilitySteerabilitySmolVLARobot Learning
Hugging Face LeLab Contributions cover
2026

Hugging Face LeLab Contributions

Open-source robotics tooling

My first serious open-source robotics contributions.

Open SourceLeLabLeRobotRobotics Tooling
Experience
Qafka Robotics
Lely
Alpine Valley
Bajaj Auto
Education
TU Delft
NITK Surathkal
Published & Open Source
Hugging Face
IEEE
Frontiers
Hackster
Hackathons
Snap
Junction
Hugging Face