Arthaa Labs
AI Lab & Venture Studio

Building the AI substrate for the physical world.

Language models got abundant data, cheap rollouts, and automatic grading. The physical world has none of these yet. Arthaa builds the missing layer — and the ventures that ride on it.

Thesis
Physical-world deeptech AI as the unlock

AI for the systems where deployment is the moat.

We focus on physical-world systems — robotics, embedded & edge intelligence, and autonomy — where the hard problems are data, evaluation, and the gap between simulation and reality. These are exactly the places where AI is the unlock, not the product.

We seed a handful of deep hypotheses each year, kill the ones that don't work fast, and give real time and capital to the ones that do.

rollout grade reinforce
the loop that made LLMs work — now for the physical world
What we do
01 · Research

Deep research arm

Foundational work on the hard, unsolved parts of physical AI — physically-faithful simulation, reliable evaluation, and closing the sim-to-real gap.

02 · Platform

Shared infrastructure

Eval stacks, RL infrastructure, and a data factory shared across ventures — so each one starts a year ahead of a cold-start team.

03 · Studio

Venture creation

We spin out the surviving hypotheses as independent, venture-backable companies — picks-and-shovels for the physical-AI era.

First venture
Physical AI · Data & Eval

The data & eval layer every robot brain needs.

Turn the world's existing video into physically-faithful, simulatable environments; drop any robot in; and ship auto-graded, sim-to-real-validated training data. Neutral to whose brain you're training.

An interactive product prototype is live — explore the World Store, Robot Store, simulator, and the graders / RL loop.

Launch the prototype →
video in world robot sim graded RL data
Other products / ideas

Early product explorations beyond the first venture — wireframes & sector deepdives. Browse all →

CodeMesh — team AI coding AgentBazaar — agentic commerce SiliconMind — EDA / embedded EdgeIQ — telecom edge AI CollabOS — collaboration platform Consumer agent tools