We don’t build the robot.
We build its experience.
Mnesis Labs captures scarce, physically-grounded experience from the real world, reconstructs it as a metric 4DGS twin, and closes the loop with training and evaluation. The picks-and-shovels layer for embodied AI.
From real-world capture to physically-aligned experience.
Capture · Reconstruct · Train · Repeat. Each turn makes the next cheaper and the data more valuable.
Capture
Dual-modal acquisition — Teleport teleoperation and EgoWear first-person wearables. Two hands, real tasks.
Reconstruct
4DGS physical reconstruction — a metric, time-aligned twin of the scene, grounded in real geometry and force.
Train & evaluate
Closed-loop policy training and benchmarking, returning signal that targets the next capture.
A position no robot maker can hold.
Three things compound at once — trust, physical grounding, and the interface everyone else has to plug into.
Neutral third party
We don’t compete with our customers’ robots, so they trust us with the data. Compliance-ready, data stays in-region.
4DGS physical grounding
Metric, physically-aligned reconstruction — not loose video. The texture of reality, made trainable.
Open schema
The USB-C for embodied data — one standard every rig and model plugs into. We own the interface.
Memory for machines.
Building robots that work in the physical world? Let’s build their experience together.
info@mnesislabs.ai