Note
Evaluating embodied intelligence
Evaluation of physical intelligence must extend beyond successful demonstrations. Meaningful assessment covers what happens across time, environment, error, and human involvement.
Repeated execution
Consistent operation across many attempts is closer to the standard the physical world requires than any single successful run.
This produces harder tests but more honest results.
Environmental variation
Lighting, temperature, layout, clutter, contact conditions, and the presence of people or animals all affect behavior.
Evaluation must sample across these variations, not only within a preferred configuration.
Failure and recovery
How the system detects failure and returns to a safe state is often more important than its behavior when everything works.
Recovery behavior should be designed and evaluated as first-class functionality.
Human involvement
Interruption, permission changes, and supervision workflows must be tested under realistic conditions.
Documentation accuracy, connected-service continuity, and privacy behavior belong in the same evaluation program.
Related notes
The difference between capability and reliability
Why a successful demonstration does not establish repeatable real-world performance.
Human control in autonomous systems
How permissions, interruption, confirmation, and supervision should shape physical intelligence.
The infrastructure behind physical products
Identity, updates, support, security, documentation, maintenance, and lifecycle management.