How do I centrally command a fleet of robots with one AI brain?
Put the brain outside the robots. Each robot is a Client pulling context from a central vault and writing telemetry back. bRRAIn's Workspaces model each robot as an actor with scoped permissions; the Consolidator merges their observations into shared memory.
Why the brain belongs outside the robot
When each robot carries its own brain, every unit learns alone and forgets alone. A fleet becomes a pile of individuals. Centralize the brain and the fleet becomes one organism. bRRAIn treats each robot as a Client that reads from a shared bRRAIn Vault at boot and writes telemetry back throughout operation. The model a robot runs on-device can stay small because the institutional knowledge — environment maps, incident history, role rules — lives in the central store. Swap a chassis, the memory survives.
Robots as actors in a Workspace
Every robot in a bRRAIn-managed fleet is an actor with a role, a workspace, and a scoped tool set. The Workspaces zone isolates each unit's active state so a rogue actuator cannot corrupt shared truth. Permissions are enforced at the edge: a cleaning bot cannot write to the manufacturing graph; a forklift cannot issue medical-sort commands. The Auth Gateway tags every write with the robot's identity, making audit a query rather than a forensic project.
How the Consolidator merges fleet observations
A hundred robots writing at once would wreck a naive database. bRRAIn's Consolidator accepts every observation as an event, resolves conflicts against canonical memory, and emits a merged master context the next boot cycle will read. One robot noticing a blocked aisle propagates that fact to the other ninety-nine without retraining. The Consolidator is the reason fleet intelligence compounds instead of fragments. Strategy lives at the center; tactics stay at the edge.
Wiring robots in with the Embedded SDK
The Embedded SDK is the integration surface for fleets. Follow the SDK quickstart to wire boot-time context hydration, periodic telemetry writes, and MCP-brokered tool calls into each robot's firmware. The SDK abstracts transport, retries, and offline queuing, so a robot that loses its uplink catches up when the link returns. One interface commands drones, arms, and mobile bots because every actor speaks the same protocol.
Relevant bRRAIn products and services
- Workspaces — models each robot as a scoped actor so permissions and state stay isolated.
- bRRAIn Vault — the canonical store every robot in the fleet reads at boot.
- Consolidator / Integration Layer — merges fleet-wide observations into one shared memory.
- Embedded SDK — the integration layer that wires any robot chassis into the central brain.
- SDK quickstart — seven-step path to your first robot-to-vault hydration.
- Book a demo — see fleet command in a live walkthrough.