AUTONOMOUS 2026
☕ The coffee's on us
Eventual
A new model every morning.
Find the clips your model needs in plain English. Stream them to your GPUs. Cut the Physical AI data loop from a week to a day.
Ask your data questions in plain English."left-arm grasp failures on deformable objects"
What's slowing you down
01
One iteration a week
Most of it goes to data work: finding the right clips, curating them, getting them to your GPUs.
02
You can't search inside your video
The clips your model needs are buried somewhere in your footage.
03
Your GPUs are starving
You lose 20–40% of training time to data loading.
How Eventual works
Your video + sensor data
UnderstandSearch your video like textVLM annotation at corpus scale
ServeStream to your GPUs at full MFUVideo-native PyTorch dataloader
A new model. Every morning.
Built for Physical AI teams
Robotics labs
Humanoids & manipulation
Autonomous vehicles
Video generation
Defense autonomy
Built on Daft, the open-source engine running in production at Amazon and Mobileye.
See it on your own data.
Leave your email and we'll set up a short session. Bring a failure mode you care about, and watch Eventual surface it in plain English.
We'll only use this to reach out about a demo. No spam.
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