LABORATORIES & LAB AUTOMATION
Liquid handlers, sample-handling arms, and plate vision from several vendors, served from the lab's own pool, with images that never leave the bench network.
THE PROBLEM
Where the work is.
A lab bench is a row of instruments from different vendors, each with its own camera, its own model, and its own cloud account. Plate images are the lab's results in raw form. A pool on the bench network serves every instrument's vision from one place and learns on the lab's own plates without an image leaving.
FACILITIES · CZAR GRID
CONSTRAINTS
Why a GPU on every machine fails here.
Each instrument vendor's AI is a separate uplink from the bench.
Plate and sample imagery is the lab's unpublished result.
An arm waiting on a distant model holds the whole run.
Vision learned on one instrument is lost to the next.
DEPLOYMENT
How the Grid deploys.
- 01
Place the pool
Czar nodes in the building's own rack, on the building's own network.
- 02
Connect the fleet
Each vendor's software calls the pool. Safety and motion stay on the machine.
- 03
Run the site's tasks
Authored, approved, and recorded in Agency Studio on the Grid.
REPRESENTATIVE USE CASES
What a site runs on it.
Illustrative capabilities, not accounts of specific deployments.
Every instrument vendor, one bench pool
Liquid handlers, sample-handling arms, and plate vision from several vendors served from the lab's own pool.
A lab that learns its own plates
Vision models adapt on the lab's own images, on the pool, without an image leaving the bench network.
Reading and boundary
READING
One pool for every instrument on the bench
A lab bench is a row of instruments from different vendors, each with its own camera, its own model, and its own cloud account. A Czar Grid on the bench network serves every instrument's vision from one place and learns on the lab's own plates without an image leaving.
Safety, stops and motion stay on the machine as its vendor built them. Czar Grid serves perception, decisions and adaptation over the site's network; it is not a controller and does not sit inside any real-time or safety loop.