The problem
The world changesafter deployment.
Training cannot cover every real-world condition.
Every new condition becomes another engineering task.
Collect dataAdjust modelsRedeploy
When operating conditions change
Robot arms
The arm reaches the cup.
Drones
The drone tracks its position.
Wearables
Audio settings match the bar.
LazyInfer
Adapt whilethe system is running.
LazyInfer updates estimates, model parameters and plans as conditions change.
Runs on the device, alongside the customer’s existing models and controllers.
When conditions change
Robot arms
Cup moves · original path misses
Drones
Flight conditions change · estimates drift
Wearables
Bar to wind · old audio settings
Illustrative adaptation
LazyInfer
Bring physical AI from demo to production.
Tell us about your hardware and stack.
We will walk through how LazyInfer fits in.