[Research ]

Everything we have written down, newest first. Papers are the record of what we can defend. Notes are the record of what we are still arguing about. [PLACEHOLDER]

2026

24 August 2026

One Sensor, Many Bodies

Generalization in pressure-only sensing. Posture and keypoints on people the model was never trained on.

SensingKAUSHIK KALVA

18 August 2026

Action Space Engineering

Part of a machine's intelligence is built into its mechanics. Is Moravec's paradox a data problem or a body problem?

Robotics EngineeringSOHAN NARAPARAJU

18 August 2026

The Same Control Problem, Twice

Flow is stabilised by the person sitting in it. Cama is stabilised by a loop we had to build, because the person in it cannot close the one they normally use.

Control SystemsRAHUL SHARMA

25 April 2026

Nobody Is Vouching For Your Body

Your mattress does not care about you, and your body is paying for it. An interactive exploration of the biomechanics no mattress can solve.

Field NotesTEJA VINUKOLLU

25 April 2026

Physical Intelligence, Safely

The engineering of Class 6B — a learned model acting on an unconscious human.

Safety FrameworksTEJA VINUKOLLU

20 April 2026

From If-Cases to Language Models

How we went from controlling a bed with 30 handwritten rules, to controlling an entire room of devices with a language model — and why the intermediate steps failed.

Control SystemsKAUSHIK KALVA

29 March 2026

Form Follows Feedback

Beyond static objects, toward adaptive systems in human-robot interaction.

Industrial DesignFARHAN MOHAMMED

20 February 2026

Multiplexing Mechanical Power

Physical intelligence broke the powertrain. Learned control policies tore open the design space for high-degree-of-freedom machines. The hardware hasn't caught up.

Robotics EngineeringSOHAN NARAPARAJU

2025