The problem
0+
Expert demonstrations for a single task
Weeks of setup with a professional operator. For one environment, one task.
0
That transfer to a new environment
Every new space means starting the data collection process over.
0%
Failure rate in a real-world environment
Where most teams give up and go back to manual operation.
One SDK. Built to be simple.
SDK
One pip install. Works with any LeRobot-compatible robot arm.
Cloud Adaptation
Your corrections go in. An environment-specific model comes out. No GPU, no data team.
Model Registry
Every version tracked. Rollback in one call if something regresses.
Why akitech
Different in the ways that matter.
01
vs. hiring a data collection team
Target the exact failure. Not the general case.
Professional data collection improves average performance across environments. It does not fix your specific space. akitech trains on the failure modes happening in your environment, with corrections from your environment.
02
vs. a cloud inference API
Built for real-time robot control.
Inference runs locally on your hardware with zero round-trip latency. Adaptation runs in our cloud. Real-time control stays on-device where it needs to be.
03
vs. building the infrastructure yourself
Six months of ML infrastructure. Already done.
A purpose-built learning system, hosted training compute, and a model registry. The hard part is not the robot. It is building the infrastructure that lets a robot adapt to your specific environment. We built that.